From 82cc93ee3bd6b097cb840e9743d69e99b17fd3a5 Mon Sep 17 00:00:00 2001 From: SimJeg Date: Mon, 6 Jan 2025 12:44:16 +0000 Subject: [PATCH 01/22] Handle transformers breaking changes --- README.md | 6 ++-- kvpress/presses/base_press.py | 13 ++++----- kvpress/presses/expected_attention_press.py | 8 +++-- kvpress/presses/key_rerotation_press.py | 2 +- kvpress/presses/observed_attention_press.py | 4 +-- kvpress/presses/scorer_press.py | 2 +- kvpress/presses/snapkv_press.py | 14 +++++---- kvpress/presses/think_press.py | 10 +++++-- notebooks/new_press.ipynb | 2 +- pyproject.toml | 4 +-- .../presses/test_key_rerotation_press_rope.py | 29 ++++++++++--------- tests/test_pipeline.py | 7 +++-- 12 files changed, 55 insertions(+), 46 deletions(-) diff --git a/README.md b/README.md index 95f0e57b..2b9e59cf 100644 --- a/README.md +++ b/README.md @@ -4,7 +4,7 @@ ![kvpress](kvpress.jpg) -Deploying long-context LLMs is costly due to the linear growth of the key-value (KV) cache in transformer models. For example, handling 1M tokens with Llama 3.1-70B in float16 requires up to 330GB of memory. This repository implements multiple KV cache pruning methods and benchmarks using [🤗 transformers](https://huggingface.co/docs/transformers/en/index), aiming to simplify the development of new methods for researchers and developers in this field. +Deploying long-context LLMs is costly due to the linear growth of the key-value (KV) cache in transformer models. For example, handling 1M tokens with Llama 3.1-70B in float16 requires up to 330GB of memory. This repository implements multiple KV cache compression methods and benchmarks using [🤗 transformers](https://huggingface.co/docs/transformers/en/index), aiming to simplify the development of new methods for researchers and developers in this field. ## Installation @@ -60,7 +60,7 @@ All current presses are training free. Several of them inherit from `ScorerPress - `TOVAPress`: attention weight of the last query averaged across heads ([paper](https://arxiv.org/abs/2401.06104)) - `ObservedAttentionPress`: average attention weight observed during in pre-filling phase (similar to [H2O](https://arxiv.org/abs/2306.14048)) -Some presses relying on a different logic: +Some presses rely on a different logic: - `ThinKPress`: compress the dimensions of the keys based on the channel attention score on the last queries ([paper](https://arxiv.org/pdf/2407.21018)) - `SimLayerKVPress`: identify "lazy" layers, and apply the StreamingLLM approach to them ([paper](https://arxiv.org/abs/2410.13846)) @@ -101,7 +101,7 @@ pipe(..., cache=cache) By default, the `DynamicCache` is used (no quantization). > [!IMPORTANT] -> To use the `QuantizedCache`, you need to install additional dependencies (e.g. `pip install optimum-quanto`, see also [this issue](https://github.com/huggingface/transformers/issues/34848)). +> To use the `QuantizedCache`, you need to install additional dependencies (e.g. `pip install optimum-quanto`). ## FAQ diff --git a/kvpress/presses/base_press.py b/kvpress/presses/base_press.py index 8a1bea2f..e5589e11 100644 --- a/kvpress/presses/base_press.py +++ b/kvpress/presses/base_press.py @@ -86,17 +86,13 @@ def forward_hook(self, module: nn.Module, input: list[torch.Tensor], kwargs: dic Modified output of the forward pass of the layer. """ - # See e.g. LlamaDecoderLayer.forward for the output structure - if len(output) == 3: - _, attentions, cache = output - else: - attentions, cache = None, output[-1] hidden_states = kwargs["hidden_states"] + cache = kwargs["past_key_value"] q_len = hidden_states.shape[1] # Don't compress after pre-filling - if cache.seen_tokens > q_len: + if kwargs["cache_position"][-1] > q_len: return output if isinstance(cache, QuantizedCache): @@ -106,7 +102,7 @@ def forward_hook(self, module: nn.Module, input: list[torch.Tensor], kwargs: dic keys = cache.key_cache[module.layer_idx] values = cache.value_cache[module.layer_idx] - keys, values = self.compress(module, hidden_states, keys, values, attentions, kwargs) + keys, values = self.compress(module, hidden_states, keys, values, output[1], kwargs) if isinstance(cache, QuantizedCache): cache._quantized_key_cache[module.layer_idx] = cache._quantize(keys, axis=cache.axis_key) @@ -138,6 +134,9 @@ def __call__(self, model: PreTrainedModel) -> Generator: hooks = [] try: for layer in model.model.layers: + if hasattr(model.model, "rotary_emb"): + # Make rotary embeddings available to the forward hook + layer.self_attn.rotary_emb = model.model.rotary_emb hooks.append(layer.self_attn.register_forward_hook(self.forward_hook, with_kwargs=True)) yield diff --git a/kvpress/presses/expected_attention_press.py b/kvpress/presses/expected_attention_press.py index 747a9597..49cb311a 100644 --- a/kvpress/presses/expected_attention_press.py +++ b/kvpress/presses/expected_attention_press.py @@ -39,7 +39,7 @@ def get_query_statistics(self, module: nn.Module, hidden_states: torch.Tensor): """ bsz, q_len, _ = hidden_states.shape - n, d = module.num_heads, module.head_dim + n, d = module.config.num_attention_heads, module.config.head_dim # Remove first hidden_states that likely contain outliers h = hidden_states[:, self.n_sink :] @@ -117,14 +117,16 @@ def score( # Compute scores bsz, num_key_value_heads, q_len, d = keys.shape - keys = repeat_kv(keys, module.num_key_value_groups).transpose(2, 3) + num_key_value_groups = module.config.num_attention_heads // num_key_value_heads + + keys = repeat_kv(keys, num_key_value_groups).transpose(2, 3) scores = torch.matmul(mean_query.unsqueeze(2), keys).squeeze(2) / math.sqrt(d) if self.use_covariance: scores += torch.einsum("bhin, bhij, bhjn->bhn", keys, cov_query, keys) / d / 2 scores = F.softmax(scores, dim=-1) # Average scores across groups - scores = scores.view(bsz, num_key_value_heads, module.num_key_value_groups, q_len) + scores = scores.view(bsz, num_key_value_heads, num_key_value_groups, q_len) scores = scores.mean(dim=2) # Rescale scores by the norm of the values diff --git a/kvpress/presses/key_rerotation_press.py b/kvpress/presses/key_rerotation_press.py index 514178a5..6c5b7356 100644 --- a/kvpress/presses/key_rerotation_press.py +++ b/kvpress/presses/key_rerotation_press.py @@ -47,7 +47,7 @@ def compress( q_len = hidden_states.shape[1] n_kept = int(q_len * (1 - self.press.compression_ratio)) indices = scores.topk(n_kept, dim=-1).indices - indices = indices.unsqueeze(-1).expand(-1, -1, -1, module.head_dim) + indices = indices.unsqueeze(-1).expand(-1, -1, -1, module.config.head_dim) cos, sin = get_rope_embeddings(module, keys) # Rerotate as follows diff --git a/kvpress/presses/observed_attention_press.py b/kvpress/presses/observed_attention_press.py index d11d2f01..4e9e78c9 100644 --- a/kvpress/presses/observed_attention_press.py +++ b/kvpress/presses/observed_attention_press.py @@ -54,8 +54,6 @@ def forward_hook(self, module: nn.Module, input: list[torch.Tensor], kwargs: dic # attentions are needed as input for the hook, but unless the user wants to return them in the output, # we can remove them to save memory if not self.output_attentions: - output = list(output) - output[-2] = None - output = tuple(output) + output = (output[0], None) return output diff --git a/kvpress/presses/scorer_press.py b/kvpress/presses/scorer_press.py index ea97eab4..8bbdea61 100644 --- a/kvpress/presses/scorer_press.py +++ b/kvpress/presses/scorer_press.py @@ -62,7 +62,7 @@ def compress( q_len = hidden_states.shape[1] n_kept = int(q_len * (1 - self.compression_ratio)) indices = scores.topk(n_kept, dim=-1).indices - indices = indices.unsqueeze(-1).expand(-1, -1, -1, module.head_dim) + indices = indices.unsqueeze(-1).expand(-1, -1, -1, module.config.head_dim) # Prune keys and values keys = keys.gather(2, indices).contiguous() diff --git a/kvpress/presses/snapkv_press.py b/kvpress/presses/snapkv_press.py index 9265862e..05ee6f9f 100644 --- a/kvpress/presses/snapkv_press.py +++ b/kvpress/presses/snapkv_press.py @@ -34,17 +34,20 @@ def compute_window_attention( """ bsz, q_len, _ = hidden_states.shape + num_heads = module.config.num_attention_heads + head_dim = module.config.head_dim + num_key_value_groups = num_heads // module.config.num_key_value_heads # Get last window_size queries if hasattr(module, "q_proj"): query_states = module.q_proj(hidden_states[:, -window_size:]) elif hasattr(module, "qkv_proj"): qkv = module.qkv_proj(hidden_states[:, -window_size:]) - query_states = qkv[..., : module.num_heads * module.head_dim] + query_states = qkv[..., : num_heads * head_dim] else: raise NotImplementedError(f"SnapKV not yet implemented for {module.__class__}.") - query_states = query_states.view(bsz, window_size, module.num_heads, module.head_dim).transpose(1, 2) + query_states = query_states.view(bsz, window_size, num_heads, head_dim).transpose(1, 2) # Apply RoPE position_ids = torch.arange(q_len - window_size, q_len).unsqueeze(0).to(query_states.device) @@ -52,8 +55,8 @@ def compute_window_attention( query_states = (query_states * cos.unsqueeze(1)) + (rotate_half(query_states) * sin.unsqueeze(1)) # Compute attention for first q_len - window_size tokens - key_states = repeat_kv(keys, module.num_key_value_groups) - attn_weights = torch.matmul(query_states, key_states.transpose(2, 3)) / math.sqrt(module.head_dim) + key_states = repeat_kv(keys, num_key_value_groups) + attn_weights = torch.matmul(query_states, key_states.transpose(2, 3)) / math.sqrt(head_dim) attention_mask = torch.ones_like(attn_weights) * float("-inf") attention_mask = torch.triu(attention_mask, diagonal=q_len - window_size + 1) attn_weights += attention_mask @@ -73,6 +76,7 @@ def score( ) -> torch.Tensor: bsz, num_key_value_heads, q_len, _ = keys.shape + num_key_value_groups = module.config.num_attention_heads // num_key_value_heads assert q_len > self.window_size, "Query length should be greater than the window size" @@ -85,7 +89,7 @@ def score( scores = F.avg_pool1d(scores, kernel_size=self.kernel_size, padding=self.kernel_size // 2, stride=1) # Average per grioup (https://github.com/FasterDecoding/SnapKV/issues/22) - scores = scores.view(bsz, num_key_value_heads, module.num_key_value_groups, q_len - self.window_size) + scores = scores.view(bsz, num_key_value_heads, num_key_value_groups, q_len - self.window_size) scores = scores.mean(2) # Add back the observation window. Use max score to make sure the window is not pruned. diff --git a/kvpress/presses/think_press.py b/kvpress/presses/think_press.py index 2f882e56..5309532e 100644 --- a/kvpress/presses/think_press.py +++ b/kvpress/presses/think_press.py @@ -33,17 +33,19 @@ def compute_window_queries(self, module, hidden_states): Re-compute the last window_size query states """ bsz, q_len, _ = hidden_states.shape + num_heads = module.config.num_attention_heads + head_dim = module.config.head_dim # Get last window_size queries if hasattr(module, "q_proj"): query_states = module.q_proj(hidden_states[:, -self.window_size :]) elif hasattr(module, "qkv_proj"): qkv = module.qkv_proj(hidden_states[:, -self.window_size :]) - query_states = qkv[..., : module.num_heads * module.head_dim] + query_states = qkv[..., : num_heads * head_dim] else: raise NotImplementedError(f"SnapKV not yet implemented for {module.__class__}.") - query_states = query_states.view(bsz, self.window_size, module.num_heads, module.head_dim).transpose(1, 2) + query_states = query_states.view(bsz, self.window_size, num_heads, head_dim).transpose(1, 2) # Apply RoPE position_ids = torch.arange(q_len - self.window_size, q_len).unsqueeze(0).to(query_states.device) @@ -71,9 +73,11 @@ def compress( # Compute scores per dimension bsz, num_key_value_heads, q_len, head_dim = keys.shape + num_key_value_groups = module.config.num_attention_heads // num_key_value_heads + queries = self.compute_window_queries(module, kwargs["hidden_states"]) queries_norm = torch.pow(queries, 2).mean(dim=2) # (bsz, num_heads, head_dim) - queries_norm = queries_norm.view(bsz, num_key_value_heads, module.num_key_value_groups, module.head_dim).mean(2) + queries_norm = queries_norm.view(bsz, num_key_value_heads, num_key_value_groups, module.config.head_dim).mean(2) keys_norm = torch.pow(keys, 2).mean(dim=2) key_scores = queries_norm * keys_norm # (bsz, num_key_value_heads, head_dim) diff --git a/notebooks/new_press.ipynb b/notebooks/new_press.ipynb index c9ed6769..3ffb2799 100644 --- a/notebooks/new_press.ipynb +++ b/notebooks/new_press.ipynb @@ -157,7 +157,7 @@ " # For demonstration, we show some details on the shape for the first layer\n", " if module.layer_idx == 0:\n", " print(f\"module: {module}\")\n", - " print(f\"Number of key value heads: {module.num_key_value_heads}\")\n", + " print(f\"Number of key value heads: {module.config.num_key_value_heads}\")\n", " print(f\"Sequence length: {hidden_states.shape[1]}\")\n", " print()\n", " print(f\"hidden_states shape: {hidden_states.shape}\")\n", diff --git a/pyproject.toml b/pyproject.toml index cb0a686f..85d8d6e2 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -2,7 +2,7 @@ name = "kvpress" authors = ["Simon Jegou", "Maximilian Jeblick", "Jiwei Liu", "David Austin"] description = "Efficiently compress the KV cache of any pretrained transformer" -version = "0.1.0" +version = "0.1.1" readme = "README.md" [tool.poetry.dependencies] @@ -14,7 +14,7 @@ scipy = "^1.13.1" matplotlib = "^3.9.0" bs4 = "^0.0.2" torch = "^2.3.1" -transformers = "^4.45.1" +transformers = "^4.48.0" nvitop = "^1.3.2" sentencepiece = "^0.2.0" protobuf = "^5.27.2" diff --git a/tests/presses/test_key_rerotation_press_rope.py b/tests/presses/test_key_rerotation_press_rope.py index b612a6b8..f7082d10 100644 --- a/tests/presses/test_key_rerotation_press_rope.py +++ b/tests/presses/test_key_rerotation_press_rope.py @@ -31,21 +31,22 @@ def test_rerotate_keys_is_matches_reference_implementation(unit_test_model: Llam original_press = RandomPressStoreIndices(compression_ratio=0.5) key_rerotation_press = KeyRerotationPress(press=original_press) - module = unit_test_model.model.layers[0].self_attn - hidden_states = torch.randn( - 8, 64, module.config.hidden_size, device=unit_test_model.device, dtype=unit_test_model.dtype - ) + with key_rerotation_press(unit_test_model): + module = unit_test_model.model.layers[0].self_attn + hidden_states = torch.randn( + 8, 64, module.config.hidden_size, device=unit_test_model.device, dtype=unit_test_model.dtype + ) - keys = get_keys_with_rope(module, hidden_states) + keys = get_keys_with_rope(module, hidden_states) - values = torch.randn_like(keys) - # Press result - keys_compressed, _ = key_rerotation_press.compress( - module, hidden_states, keys, values, attentions=None, kwargs=dict() - ) + values = torch.randn_like(keys) + # Press result + keys_compressed, _ = key_rerotation_press.compress( + module, hidden_states, keys, values, attentions=None, kwargs=dict() + ) - indices = original_press.indices - keys_compressed_ref = compute_rerotated_keys_comparison_implementation(module, hidden_states, indices) + indices = original_press.indices + keys_compressed_ref = compute_rerotated_keys_comparison_implementation(module, hidden_states, indices) assert torch.allclose(keys_compressed, keys_compressed_ref, atol=1e-6 if precision == "full" else 1e-3) @@ -82,7 +83,7 @@ def score( q_len = hidden_states.shape[1] n_kept = int(q_len * (1 - self.compression_ratio)) indices = scores.topk(n_kept, dim=-1).indices - indices = indices.unsqueeze(-1).expand(-1, -1, -1, module.head_dim) + indices = indices.unsqueeze(-1).expand(-1, -1, -1, module.config.head_dim) self.indices = indices return scores @@ -108,6 +109,6 @@ def compute_rerotated_keys_comparison_implementation(module: LlamaAttention, hid def get_keys_without_pos_embedding(module, hidden_states): key_states = module.k_proj(hidden_states) key_states = key_states.view( - key_states.shape[0], key_states.shape[1], module.num_key_value_heads, module.head_dim + key_states.shape[0], key_states.shape[1], module.config.num_key_value_heads, module.config.head_dim ).transpose(1, 2) return key_states diff --git a/tests/test_pipeline.py b/tests/test_pipeline.py index 96993492..5e371db5 100644 --- a/tests/test_pipeline.py +++ b/tests/test_pipeline.py @@ -114,13 +114,14 @@ def test_pipeline_context_cache_is_invariant(unit_test_model): # noqa: F811 model = unit_test_model questions = ["When was this article written?"] tokenizer = AutoTokenizer.from_pretrained(model.config.name_or_path) + device = torch.device("cuda") if torch.cuda.is_available() else torch.device("cpu") - compression_pipeline = KVPressTextGenerationPipeline(model=model, tokenizer=tokenizer, device=torch.device("cpu")) - input_ids_question = tokenizer(questions[0], return_tensors="pt", add_special_tokens=False)["input_ids"] + compression_pipeline = KVPressTextGenerationPipeline(model=model, tokenizer=tokenizer, device=device) + input_ids_question = tokenizer(questions[0], return_tensors="pt", add_special_tokens=False)["input_ids"].to(device) seq_len = 256 past_key_values: DynamicCache = model( - input_ids=torch.randint(0, 1000, (1, seq_len)), past_key_values=DynamicCache() + input_ids=torch.randint(0, 1000, (1, seq_len), device=device), past_key_values=DynamicCache() ).past_key_values assert past_key_values.get_seq_length() == seq_len From 6d5f34ee7ffea93c74e953aad556b997116962bb Mon Sep 17 00:00:00 2001 From: SimJeg Date: Tue, 7 Jan 2025 10:47:15 +0000 Subject: [PATCH 02/22] Add AdaKVPress (first version) --- kvpress/__init__.py | 5 ++++ kvpress/attention_patch.py | 48 ++++++++++++++++++++++++++++++++ kvpress/presses/adakv_press.py | 50 ++++++++++++++++++++++++++++++++++ 3 files changed, 103 insertions(+) create mode 100644 kvpress/attention_patch.py create mode 100644 kvpress/presses/adakv_press.py diff --git a/kvpress/__init__.py b/kvpress/__init__.py index e2693aaf..774eaa20 100644 --- a/kvpress/__init__.py +++ b/kvpress/__init__.py @@ -3,6 +3,7 @@ from kvpress.pipeline import KVPressTextGenerationPipeline +from kvpress.presses.adakv_press import AdaKVPress from kvpress.presses.base_press import BasePress from kvpress.presses.composed_press import ComposedPress from kvpress.presses.expected_attention_press import ExpectedAttentionPress @@ -18,7 +19,11 @@ from kvpress.presses.think_press import ThinKPress from kvpress.presses.tova_press import TOVAPress +from kvpress.attention_patch import patch_attention_functions +patch_attention_functions() + __all__ = [ + "AdaKVPress", "BasePress", "ComposedPress", "ScorerPress", diff --git a/kvpress/attention_patch.py b/kvpress/attention_patch.py new file mode 100644 index 00000000..705f168a --- /dev/null +++ b/kvpress/attention_patch.py @@ -0,0 +1,48 @@ +import torch +from transformers.modeling_utils import ALL_ATTENTION_FUNCTIONS + +LARGE_NEGATIVE_FLOAT = -float(1e5) + + +def attention_patch(func): + """ + Decorator to udpate the keys and values before the attention computation at the indices provided in module.indices + The keys are updated to a fake key k such that for the input queries q, exp() = 0. The values are set to 0. + This is used to fake head-wise compression. A more optimal solution would be to create a new kernel. + """ + + def wrapper(module, query, key, value, attention_mask, dropout, scaling=None, is_causal=None, **kwargs): + if query.shape[2] == key.shape[2]: + # Prefilling phase + module.indices = None + elif module.indices is not None: + # Decoding phase + bsz, num_heads, seq_len, head_dim = query.shape + num_key_value_heads = key.shape[1] + num_groups = num_heads // num_key_value_heads + + # Build a fake key k per key group such that for every query q, exp() = 0 + # To do so, use the least square method to find k such that q @ k ~ LARGE_NEGATIVE_FLOAT + q = query.view(bsz, num_groups, num_key_value_heads, seq_len, head_dim) + q = q.transpose(1, 2).reshape(bsz * num_key_value_heads, num_groups * seq_len, head_dim) + targets = LARGE_NEGATIVE_FLOAT * torch.ones(q.shape[:2]).to(q.device) + k = torch.linalg.lstsq(q.float(), targets)[0].to(q.dtype) + assert torch.exp(torch.einsum("hnd,hd->hn", q, k).max()) == 0, "Could not find fake keys" + k = k.view(bsz, num_key_value_heads, head_dim) + + # At indices, update the keys to the fake keys and the values to 0 + key[*module.indices] = k[*module.indices[:2]] + value[*module.indices] = 0 # TODO: do this only once in the forward_hook ? + + return func(module, query, key, value, attention_mask, dropout, scaling, is_causal, **kwargs) + + return wrapper + + +def patch_attention_functions(): + """ + Add the update_keys_before_attention decorator to all attention functions in ALL_ATTENTION_FUNCTIONS + """ + + for name, func in ALL_ATTENTION_FUNCTIONS.items(): + ALL_ATTENTION_FUNCTIONS[name] = attention_patch(func) diff --git a/kvpress/presses/adakv_press.py b/kvpress/presses/adakv_press.py new file mode 100644 index 00000000..8a38afe1 --- /dev/null +++ b/kvpress/presses/adakv_press.py @@ -0,0 +1,50 @@ +# SPDX-FileCopyrightText: Copyright (c) 1993-2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 + + +from dataclasses import dataclass + +import torch + +from kvpress.presses.base_press import BasePress +from kvpress.presses.scorer_press import ScorerPress + + +@dataclass +class AdaKVPress(BasePress): + """ + AdaKV (https://arxiv.org/abs/2407.11550) selects the top-k keys and values among all heads in a layer + based on the scores, achieving head-specific compression. + """ + + scorer: ScorerPress + + @property + def compression_ratio(self): + return self.scorer.compression_ratio + + @compression_ratio.setter + def compression_ratio(self, value): + self.scorer.compression_ratio = value + + def compress(self, module, hidden_states, keys, values, attentions, kwargs): + if self.compression_ratio == 0: + return keys, values + + assert module.config._attn_implementation != "eager", "eager mode not supported" + + # Compute scores + scores = self.scorer.score(module, hidden_states, keys, values, attentions, kwargs) + bsz, num_key_value_heads, q_len = scores.shape + + # TODO: understand how floor_alpha works + + # Compute bottom-k across heads + n_pruned = int(num_key_value_heads * q_len * self.compression_ratio) + indices = torch.topk(-scores.view(bsz, -1), n_pruned, dim=1).indices.flatten() + + # Save indices for attention patching in the module + module.indices = (torch.arange(bsz).repeat_interleave(n_pruned), indices // q_len, indices % q_len) + + # Return keys and values without compression (achieved with the attention patch) + return keys, values From 9a46d7a7868f622b626b859e9a7cf2d5174d23d4 Mon Sep 17 00:00:00 2001 From: SimJeg Date: Tue, 7 Jan 2025 12:47:51 +0000 Subject: [PATCH 03/22] Add alpha_safeguard --- kvpress/presses/adakv_press.py | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/kvpress/presses/adakv_press.py b/kvpress/presses/adakv_press.py index 8a38afe1..8469efba 100644 --- a/kvpress/presses/adakv_press.py +++ b/kvpress/presses/adakv_press.py @@ -15,9 +15,11 @@ class AdaKVPress(BasePress): """ AdaKV (https://arxiv.org/abs/2407.11550) selects the top-k keys and values among all heads in a layer based on the scores, achieving head-specific compression. + A safeguard is applied to ensure a minimum fraction of KV pairs per head (alpha_safeguard parameter) """ scorer: ScorerPress + alpha_safeguard: float = 0.20 @property def compression_ratio(self): @@ -37,7 +39,10 @@ def compress(self, module, hidden_states, keys, values, attentions, kwargs): scores = self.scorer.score(module, hidden_states, keys, values, attentions, kwargs) bsz, num_key_value_heads, q_len = scores.shape - # TODO: understand how floor_alpha works + # Make sure to keep at least alpha * (1 - compression_ratio) KV pairs per head + n_safe = int(q_len * (1 - self.compression_ratio) * self.alpha_safeguard) + top_indices = torch.topk(scores, n_safe, dim=-1).indices + scores.scatter_(-1, top_indices, torch.finfo(scores.dtype).max) # Compute bottom-k across heads n_pruned = int(num_key_value_heads * q_len * self.compression_ratio) From 26935585baa6cd9b760dd61e7751ded6a9613bf2 Mon Sep 17 00:00:00 2001 From: SimJeg Date: Wed, 8 Jan 2025 11:39:09 +0000 Subject: [PATCH 04/22] Move from least squares to perceptron --- kvpress/attention_patch.py | 23 ++++++++++++++++------- kvpress/presses/adakv_press.py | 1 + 2 files changed, 17 insertions(+), 7 deletions(-) diff --git a/kvpress/attention_patch.py b/kvpress/attention_patch.py index 705f168a..e69a0185 100644 --- a/kvpress/attention_patch.py +++ b/kvpress/attention_patch.py @@ -1,7 +1,20 @@ -import torch from transformers.modeling_utils import ALL_ATTENTION_FUNCTIONS -LARGE_NEGATIVE_FLOAT = -float(1e5) +LARGE_NEGATIVE_FLOAT = -1e5 + + +def search_hyperplane(X, max_iter=1000): + """ + Search for an hyperplane Y such that for every Xi, <= 1 (simple perceptron) + Returns LARGE_NEGATIVE_FLOAT * Y to ensure exp() = 0 + """ + Y = X.mean(1) + for _ in range(max_iter): + mask = (X * Y.unsqueeze(1)).sum(dim=2, keepdim=True) <= 1 + if not mask.any(): + return LARGE_NEGATIVE_FLOAT * Y + Y += (X * mask).sum(1) / mask.sum(1).clamp(min=1) + raise ValueError("Could not find fake keys such that for every query q, exp() = 0") def attention_patch(func): @@ -22,17 +35,13 @@ def wrapper(module, query, key, value, attention_mask, dropout, scaling=None, is num_groups = num_heads // num_key_value_heads # Build a fake key k per key group such that for every query q, exp() = 0 - # To do so, use the least square method to find k such that q @ k ~ LARGE_NEGATIVE_FLOAT q = query.view(bsz, num_groups, num_key_value_heads, seq_len, head_dim) q = q.transpose(1, 2).reshape(bsz * num_key_value_heads, num_groups * seq_len, head_dim) - targets = LARGE_NEGATIVE_FLOAT * torch.ones(q.shape[:2]).to(q.device) - k = torch.linalg.lstsq(q.float(), targets)[0].to(q.dtype) - assert torch.exp(torch.einsum("hnd,hd->hn", q, k).max()) == 0, "Could not find fake keys" + k = search_hyperplane(q) k = k.view(bsz, num_key_value_heads, head_dim) # At indices, update the keys to the fake keys and the values to 0 key[*module.indices] = k[*module.indices[:2]] - value[*module.indices] = 0 # TODO: do this only once in the forward_hook ? return func(module, query, key, value, attention_mask, dropout, scaling, is_causal, **kwargs) diff --git a/kvpress/presses/adakv_press.py b/kvpress/presses/adakv_press.py index 8469efba..b92853ff 100644 --- a/kvpress/presses/adakv_press.py +++ b/kvpress/presses/adakv_press.py @@ -52,4 +52,5 @@ def compress(self, module, hidden_states, keys, values, attentions, kwargs): module.indices = (torch.arange(bsz).repeat_interleave(n_pruned), indices // q_len, indices % q_len) # Return keys and values without compression (achieved with the attention patch) + values[*module.indices] = 0 return keys, values From b16ab6a3a9435fcb237a2a15383c06c92bf56bdc Mon Sep 17 00:00:00 2001 From: SimJeg Date: Wed, 8 Jan 2025 15:57:42 +0000 Subject: [PATCH 05/22] Remove GQA --- kvpress/attention_patch.py | 13 +++++-------- 1 file changed, 5 insertions(+), 8 deletions(-) diff --git a/kvpress/attention_patch.py b/kvpress/attention_patch.py index e69a0185..9a0dabc2 100644 --- a/kvpress/attention_patch.py +++ b/kvpress/attention_patch.py @@ -19,8 +19,8 @@ def search_hyperplane(X, max_iter=1000): def attention_patch(func): """ - Decorator to udpate the keys and values before the attention computation at the indices provided in module.indices - The keys are updated to a fake key k such that for the input queries q, exp() = 0. The values are set to 0. + Decorator to udpate the keys before the attention computation at the indices provided in module.indices + The keys are updated to a fake key k such that for the input queries q, exp() = 0 This is used to fake head-wise compression. A more optimal solution would be to create a new kernel. """ @@ -31,16 +31,13 @@ def wrapper(module, query, key, value, attention_mask, dropout, scaling=None, is elif module.indices is not None: # Decoding phase bsz, num_heads, seq_len, head_dim = query.shape - num_key_value_heads = key.shape[1] - num_groups = num_heads // num_key_value_heads # Build a fake key k per key group such that for every query q, exp() = 0 - q = query.view(bsz, num_groups, num_key_value_heads, seq_len, head_dim) - q = q.transpose(1, 2).reshape(bsz * num_key_value_heads, num_groups * seq_len, head_dim) + q = query.reshape(bsz * num_heads, seq_len, head_dim) k = search_hyperplane(q) - k = k.view(bsz, num_key_value_heads, head_dim) + k = k.view(bsz, num_heads, head_dim) - # At indices, update the keys to the fake keys and the values to 0 + # At indices, update the keys to the fake keys key[*module.indices] = k[*module.indices[:2]] return func(module, query, key, value, attention_mask, dropout, scaling, is_causal, **kwargs) From d19edc7d3b986fb4f33185dca4f6a410074b056c Mon Sep 17 00:00:00 2001 From: SimJeg Date: Thu, 9 Jan 2025 08:20:07 +0000 Subject: [PATCH 06/22] Fix attention patch --- kvpress/attention_patch.py | 27 ++++++++++++++------------- kvpress/presses/adakv_press.py | 3 --- 2 files changed, 14 insertions(+), 16 deletions(-) diff --git a/kvpress/attention_patch.py b/kvpress/attention_patch.py index 9a0dabc2..fcafe8ef 100644 --- a/kvpress/attention_patch.py +++ b/kvpress/attention_patch.py @@ -1,18 +1,16 @@ from transformers.modeling_utils import ALL_ATTENTION_FUNCTIONS -LARGE_NEGATIVE_FLOAT = -1e5 - -def search_hyperplane(X, max_iter=1000): +def search_hyperplane(X, max_iter: int = 1000, epsilon: float = 1e-5): """ - Search for an hyperplane Y such that for every Xi, <= 1 (simple perceptron) - Returns LARGE_NEGATIVE_FLOAT * Y to ensure exp() = 0 + Search for an hyperplane Y such that for every Xi, <= epsilon (simple perceptron) + Returns - Y / espilon ** 2 to ensure exp() = 0 """ Y = X.mean(1) for _ in range(max_iter): - mask = (X * Y.unsqueeze(1)).sum(dim=2, keepdim=True) <= 1 + mask = (X * Y.unsqueeze(1)).sum(dim=2, keepdim=True) <= epsilon if not mask.any(): - return LARGE_NEGATIVE_FLOAT * Y + return -Y / epsilon**2 Y += (X * mask).sum(1) / mask.sum(1).clamp(min=1) raise ValueError("Could not find fake keys such that for every query q, exp() = 0") @@ -26,18 +24,21 @@ def attention_patch(func): def wrapper(module, query, key, value, attention_mask, dropout, scaling=None, is_causal=None, **kwargs): if query.shape[2] == key.shape[2]: - # Prefilling phase + # Prefilling module.indices = None elif module.indices is not None: - # Decoding phase + # Decoding: build fake keys k s.t. exp() = 0 bsz, num_heads, seq_len, head_dim = query.shape + num_key_value_heads = key.shape[1] + num_groups = num_heads // num_key_value_heads # Build a fake key k per key group such that for every query q, exp() = 0 - q = query.reshape(bsz * num_heads, seq_len, head_dim) + q = query.view(bsz, num_key_value_heads, num_groups, seq_len, head_dim) + q = q.reshape(bsz * num_key_value_heads, num_groups * seq_len, head_dim) k = search_hyperplane(q) - k = k.view(bsz, num_heads, head_dim) + k = k.view(bsz, num_key_value_heads, head_dim) - # At indices, update the keys to the fake keys + # At indices, update the keys to the fake keys and the values to 0 key[*module.indices] = k[*module.indices[:2]] return func(module, query, key, value, attention_mask, dropout, scaling, is_causal, **kwargs) @@ -47,7 +48,7 @@ def wrapper(module, query, key, value, attention_mask, dropout, scaling=None, is def patch_attention_functions(): """ - Add the update_keys_before_attention decorator to all attention functions in ALL_ATTENTION_FUNCTIONS + Add the attention_patch decorator to functions in ALL_ATTENTION_FUNCTIONS """ for name, func in ALL_ATTENTION_FUNCTIONS.items(): diff --git a/kvpress/presses/adakv_press.py b/kvpress/presses/adakv_press.py index b92853ff..2cb8c08a 100644 --- a/kvpress/presses/adakv_press.py +++ b/kvpress/presses/adakv_press.py @@ -50,7 +50,4 @@ def compress(self, module, hidden_states, keys, values, attentions, kwargs): # Save indices for attention patching in the module module.indices = (torch.arange(bsz).repeat_interleave(n_pruned), indices // q_len, indices % q_len) - - # Return keys and values without compression (achieved with the attention patch) - values[*module.indices] = 0 return keys, values From 79156c76c9e76df8edb8f60d387ea7f1e4d8e5b5 Mon Sep 17 00:00:00 2001 From: SimJeg Date: Thu, 9 Jan 2025 09:07:36 +0000 Subject: [PATCH 07/22] Align with ScorerPress --- kvpress/attention_patch.py | 3 ++- kvpress/presses/adakv_press.py | 5 +++-- 2 files changed, 5 insertions(+), 3 deletions(-) diff --git a/kvpress/attention_patch.py b/kvpress/attention_patch.py index fcafe8ef..0ac665b8 100644 --- a/kvpress/attention_patch.py +++ b/kvpress/attention_patch.py @@ -1,3 +1,4 @@ +import torch from transformers.modeling_utils import ALL_ATTENTION_FUNCTIONS @@ -8,7 +9,7 @@ def search_hyperplane(X, max_iter: int = 1000, epsilon: float = 1e-5): """ Y = X.mean(1) for _ in range(max_iter): - mask = (X * Y.unsqueeze(1)).sum(dim=2, keepdim=True) <= epsilon + mask = torch.bmm(X, Y.unsqueeze(-1)) <= epsilon if not mask.any(): return -Y / epsilon**2 Y += (X * mask).sum(1) / mask.sum(1).clamp(min=1) diff --git a/kvpress/presses/adakv_press.py b/kvpress/presses/adakv_press.py index 2cb8c08a..ab2130ed 100644 --- a/kvpress/presses/adakv_press.py +++ b/kvpress/presses/adakv_press.py @@ -40,12 +40,13 @@ def compress(self, module, hidden_states, keys, values, attentions, kwargs): bsz, num_key_value_heads, q_len = scores.shape # Make sure to keep at least alpha * (1 - compression_ratio) KV pairs per head - n_safe = int(q_len * (1 - self.compression_ratio) * self.alpha_safeguard) + n_kept = int(q_len * (1 - self.compression_ratio)) # ScorerPress definition + n_safe = int(n_kept * self.alpha_safeguard) top_indices = torch.topk(scores, n_safe, dim=-1).indices scores.scatter_(-1, top_indices, torch.finfo(scores.dtype).max) # Compute bottom-k across heads - n_pruned = int(num_key_value_heads * q_len * self.compression_ratio) + n_pruned = num_key_value_heads * (q_len - n_kept) indices = torch.topk(-scores.view(bsz, -1), n_pruned, dim=1).indices.flatten() # Save indices for attention patching in the module From 002ac9db5d97c91088f7517bdcab184ac0fd0e22 Mon Sep 17 00:00:00 2001 From: SimJeg Date: Thu, 9 Jan 2025 10:39:45 +0000 Subject: [PATCH 08/22] Update evaluate --- evaluation/evaluate.py | 18 +++++++++--------- kvpress/presses/adakv_press.py | 3 ++- 2 files changed, 11 insertions(+), 10 deletions(-) diff --git a/evaluation/evaluate.py b/evaluation/evaluate.py index b82018b2..05c7abb2 100644 --- a/evaluation/evaluate.py +++ b/evaluation/evaluate.py @@ -17,6 +17,7 @@ from zero_scrolls.calculate_metrics import calculate_metrics as zero_scrolls_scorer from kvpress import ( + AdaKVPress, ExpectedAttentionPress, KnormPress, ObservedAttentionPress, @@ -47,6 +48,7 @@ "observed_attention": ObservedAttentionPress(), "random": RandomPress(), "snapkv": SnapKVPress(), + "adasnapkv": AdaKVPress(SnapKVPress()), "streaming_llm": StreamingLLMPress(), } @@ -110,6 +112,7 @@ def evaluate( df = load_dataset(DATASET_DICT[dataset], data_dir=data_dir, split="test").to_pandas() if fraction < 1.0: df = df.sample(frac=fraction, random_state=42) + save_filename = save_filename.with_name(save_filename.stem + f"__fraction{fraction:.2f}" + save_filename.suffix) if compress_questions: df["context"] = df["context"] + df["question"] @@ -122,24 +125,21 @@ def evaluate( press.compression_ratio = compression_ratio # Initialize pipeline with the correct attention implementation + model_kwargs = {"torch_dtype": "auto"} if isinstance(press, ObservedAttentionPress): - model_kwargs = {"attn_implementation": "eager"} + model_kwargs["attn_implementation"] = "eager" else: try: import flash_attn # noqa: F401 - model_kwargs = {"attn_implementation": "flash_attention_2"} + model_kwargs["attn_implementation"] = "flash_attention_2" except ImportError: - model_kwargs = {} + pass if device == "auto": - pipe = pipeline( - "kv-press-text-generation", model=model, device_map="auto", torch_dtype="auto", model_kwargs=model_kwargs - ) + pipe = pipeline("kv-press-text-generation", model=model, device_map="auto", model_kwargs=model_kwargs) else: - pipe = pipeline( - "kv-press-text-generation", model=model, device=device, torch_dtype="auto", model_kwargs=model_kwargs - ) + pipe = pipeline("kv-press-text-generation", model=model, device=device, model_kwargs=model_kwargs) # Run pipeline on each context df["predicted_answer"] = None diff --git a/kvpress/presses/adakv_press.py b/kvpress/presses/adakv_press.py index ab2130ed..587b16d2 100644 --- a/kvpress/presses/adakv_press.py +++ b/kvpress/presses/adakv_press.py @@ -34,6 +34,7 @@ def compress(self, module, hidden_states, keys, values, attentions, kwargs): return keys, values assert module.config._attn_implementation != "eager", "eager mode not supported" + assert isinstance(self.scorer, ScorerPress), "AdaKVPress requires a ScorerPress as input" # Compute scores scores = self.scorer.score(module, hidden_states, keys, values, attentions, kwargs) @@ -47,7 +48,7 @@ def compress(self, module, hidden_states, keys, values, attentions, kwargs): # Compute bottom-k across heads n_pruned = num_key_value_heads * (q_len - n_kept) - indices = torch.topk(-scores.view(bsz, -1), n_pruned, dim=1).indices.flatten() + indices = torch.topk(-scores.reshape(bsz, -1), n_pruned, dim=1).indices.flatten() # Save indices for attention patching in the module module.indices = (torch.arange(bsz).repeat_interleave(n_pruned), indices // q_len, indices % q_len) From 58179356e719996b0e86ed772503837fe5c4803c Mon Sep 17 00:00:00 2001 From: SimJeg Date: Thu, 9 Jan 2025 11:02:58 +0000 Subject: [PATCH 09/22] Fix attention patch --- evaluation/evaluate.py | 7 ++++++- kvpress/attention_patch.py | 10 +++++----- 2 files changed, 11 insertions(+), 6 deletions(-) diff --git a/evaluation/evaluate.py b/evaluation/evaluate.py index 05c7abb2..2a1fd296 100644 --- a/evaluation/evaluate.py +++ b/evaluation/evaluate.py @@ -24,6 +24,8 @@ RandomPress, SnapKVPress, StreamingLLMPress, + ThinKPress, + TOVAPress, ) logger = logging.getLogger(__name__) @@ -43,13 +45,16 @@ } PRESS_DICT = { + "adasnapkv": AdaKVPress(SnapKVPress()), + "ada_expected_attention": AdaKVPress(ExpectedAttentionPress()), "expected_attention": ExpectedAttentionPress(), "knorm": KnormPress(), "observed_attention": ObservedAttentionPress(), "random": RandomPress(), "snapkv": SnapKVPress(), - "adasnapkv": AdaKVPress(SnapKVPress()), "streaming_llm": StreamingLLMPress(), + "think": ThinKPress(), + "tova": TOVAPress(), } diff --git a/kvpress/attention_patch.py b/kvpress/attention_patch.py index 0ac665b8..57778fe0 100644 --- a/kvpress/attention_patch.py +++ b/kvpress/attention_patch.py @@ -2,16 +2,16 @@ from transformers.modeling_utils import ALL_ATTENTION_FUNCTIONS -def search_hyperplane(X, max_iter: int = 1000, epsilon: float = 1e-5): +def search_hyperplane(X, max_iter: int = 1000): """ - Search for an hyperplane Y such that for every Xi, <= epsilon (simple perceptron) - Returns - Y / espilon ** 2 to ensure exp() = 0 + Search for an hyperplane Y such that for every Xi, <= 0 (simple perceptron) + Returns - 1e5 * Y / ||Y|| ** 2 to ensure exp() = 0 """ Y = X.mean(1) for _ in range(max_iter): - mask = torch.bmm(X, Y.unsqueeze(-1)) <= epsilon + mask = torch.bmm(X, Y.unsqueeze(-1)) <= 0 if not mask.any(): - return -Y / epsilon**2 + return -1e5 * Y / Y.norm(dim=-1, keepdim=True) ** 2 Y += (X * mask).sum(1) / mask.sum(1).clamp(min=1) raise ValueError("Could not find fake keys such that for every query q, exp() = 0") From 31f6b12cb9003c17818a4225d293c7d38526e714 Mon Sep 17 00:00:00 2001 From: SimJeg Date: Thu, 9 Jan 2025 11:20:29 +0000 Subject: [PATCH 10/22] Some cleaning --- README.md | 1 + kvpress/attention_patch.py | 17 +++++++++-------- kvpress/presses/adakv_press.py | 2 +- kvpress/presses/composed_press.py | 5 +++-- 4 files changed, 14 insertions(+), 11 deletions(-) diff --git a/README.md b/README.md index 2b9e59cf..6ada295d 100644 --- a/README.md +++ b/README.md @@ -65,6 +65,7 @@ Some presses rely on a different logic: - `SimLayerKVPress`: identify "lazy" layers, and apply the StreamingLLM approach to them ([paper](https://arxiv.org/abs/2410.13846)) Finally we provide special presses: +- `AdaKVPress`: prune bottom scores of any `ScorerPress` but across all heads, achieving head-wise compressions (see [paper](https://arxiv.org/abs/2407.11550)) - `PerLayerCompressionPress`: compress each layer with a different compression ratio (experimental). This press can be used with any other press that allows to set a compression_ratio - `ComposedPress`: compose multiple presses together by chaining their forward hooks - `KeyRerotationPress`: rerotate pruned keys to have continuous RoPE embeddings. This press can be used with any other press that inherits from `ScorerPress`. diff --git a/kvpress/attention_patch.py b/kvpress/attention_patch.py index 57778fe0..26b63f4e 100644 --- a/kvpress/attention_patch.py +++ b/kvpress/attention_patch.py @@ -4,10 +4,11 @@ def search_hyperplane(X, max_iter: int = 1000): """ - Search for an hyperplane Y such that for every Xi, <= 0 (simple perceptron) + Search for an hyperplane Y such that for every Xi, <= 0 Returns - 1e5 * Y / ||Y|| ** 2 to ensure exp() = 0 + Raises a ValueError if no such hyperplane is found """ - Y = X.mean(1) + Y = X.mean(1) # this initialization is enough for most cases for _ in range(max_iter): mask = torch.bmm(X, Y.unsqueeze(-1)) <= 0 if not mask.any(): @@ -18,16 +19,16 @@ def search_hyperplane(X, max_iter: int = 1000): def attention_patch(func): """ - Decorator to udpate the keys before the attention computation at the indices provided in module.indices - The keys are updated to a fake key k such that for the input queries q, exp() = 0 - This is used to fake head-wise compression. A more optimal solution would be to create a new kernel. + Decorator to udpate the keys before the attention computation at the indices provided in module.masked_key_indices + The keys are updated with a fake key k such that exp() = 0 to fake head-wise compression + This solution is not optimal as it does not reduce peak memory and slightly increase runtime """ def wrapper(module, query, key, value, attention_mask, dropout, scaling=None, is_causal=None, **kwargs): if query.shape[2] == key.shape[2]: # Prefilling - module.indices = None - elif module.indices is not None: + module.masked_key_indices = None + elif module.masked_key_indices is not None: # Decoding: build fake keys k s.t. exp() = 0 bsz, num_heads, seq_len, head_dim = query.shape num_key_value_heads = key.shape[1] @@ -40,7 +41,7 @@ def wrapper(module, query, key, value, attention_mask, dropout, scaling=None, is k = k.view(bsz, num_key_value_heads, head_dim) # At indices, update the keys to the fake keys and the values to 0 - key[*module.indices] = k[*module.indices[:2]] + key[*module.masked_key_indices] = k[*module.masked_key_indices[:2]] return func(module, query, key, value, attention_mask, dropout, scaling, is_causal, **kwargs) diff --git a/kvpress/presses/adakv_press.py b/kvpress/presses/adakv_press.py index 587b16d2..e4a2a1e1 100644 --- a/kvpress/presses/adakv_press.py +++ b/kvpress/presses/adakv_press.py @@ -51,5 +51,5 @@ def compress(self, module, hidden_states, keys, values, attentions, kwargs): indices = torch.topk(-scores.reshape(bsz, -1), n_pruned, dim=1).indices.flatten() # Save indices for attention patching in the module - module.indices = (torch.arange(bsz).repeat_interleave(n_pruned), indices // q_len, indices % q_len) + module.masked_key_indices = (torch.arange(bsz).repeat_interleave(n_pruned), indices // q_len, indices % q_len) return keys, values diff --git a/kvpress/presses/composed_press.py b/kvpress/presses/composed_press.py index 7fdf8fba..cb2b4aab 100644 --- a/kvpress/presses/composed_press.py +++ b/kvpress/presses/composed_press.py @@ -2,6 +2,7 @@ from kvpress.presses.base_press import BasePress from kvpress.presses.observed_attention_press import ObservedAttentionPress +from kvpress.presses.adakv_press import AdaKVPress @dataclass @@ -15,8 +16,8 @@ class ComposedPress(BasePress): def __post_init__(self): self.compression_ratio = None assert not any( - isinstance(press, ObservedAttentionPress) for press in self.presses - ), "ComposedPress cannot contains ObservedAttentionPress because attentions pruning is not handled" + isinstance(press, (ObservedAttentionPress, AdaKVPress)) for press in self.presses + ), "ComposedPress cannot contains ObservedAttentionPress or AdaKVPress" def forward_hook(self, module, input, kwargs, output): self.compression_ratio = 1.0 From f5cb200977a1e3d4c2d2dcae14f41e20413d7f4d Mon Sep 17 00:00:00 2001 From: SimJeg Date: Thu, 9 Jan 2025 11:36:11 +0000 Subject: [PATCH 11/22] Add check --- kvpress/presses/per_layer_compression_press.py | 1 + 1 file changed, 1 insertion(+) diff --git a/kvpress/presses/per_layer_compression_press.py b/kvpress/presses/per_layer_compression_press.py index 0e497375..80c6db77 100644 --- a/kvpress/presses/per_layer_compression_press.py +++ b/kvpress/presses/per_layer_compression_press.py @@ -32,6 +32,7 @@ def __post_init__(self): self.press.__init__ # type:ignore[misc] ).parameters ), f"compression_ratio can't be set in the provided press: {self.press.__class__}" + assert isinstance(self.press, ScorerPress), "PerLayerCompressionPress requires a ScorerPress as input" def forward_hook(self, module: nn.Module, input: list[torch.Tensor], kwargs: dict, output: list): original_compression_ratio = self.press.compression_ratio # type:ignore[attr-defined] From 64f0e995930dc58ff91d5b6c58c0ef8f5df0266f Mon Sep 17 00:00:00 2001 From: SimJeg Date: Thu, 9 Jan 2025 13:00:49 +0000 Subject: [PATCH 12/22] Add first test --- tests/presses/test_presses.py | 11 +++++++---- 1 file changed, 7 insertions(+), 4 deletions(-) diff --git a/tests/presses/test_presses.py b/tests/presses/test_presses.py index 50056b9a..4bb3a89e 100644 --- a/tests/presses/test_presses.py +++ b/tests/presses/test_presses.py @@ -7,9 +7,7 @@ from torch import nn from transformers import DynamicCache -from kvpress import ComposedPress, KeyRerotationPress, KnormPress, ObservedAttentionPress -from kvpress.presses.scorer_press import ScorerPress -from kvpress.presses.think_press import ThinKPress +from kvpress import ComposedPress, KeyRerotationPress, KnormPress, ObservedAttentionPress, AdaKVPress, ThinKPress, ScorerPress from tests.default_presses import default_presses from tests.fixtures import unit_test_model, unit_test_model_output_attention # noqa: F401 @@ -24,7 +22,7 @@ def test_composed_press(unit_test_model): # noqa: F811 @pytest.mark.parametrize("press_dict", default_presses) -@pytest.mark.parametrize("wrapper_press", [None, ComposedPress, KeyRerotationPress]) +@pytest.mark.parametrize("wrapper_press", [None, ComposedPress, KeyRerotationPress, AdaKVPress]) def test_presses_run(unit_test_model, press_dict, wrapper_press): # noqa: F811 cls = press_dict["cls"] for kwargs in press_dict["kwargs"]: @@ -33,6 +31,11 @@ def test_presses_run(unit_test_model, press_dict, wrapper_press): # noqa: F811 press = ComposedPress(presses=[press]) if isinstance(wrapper_press, KeyRerotationPress): press = KeyRerotationPress(press=press) + if isinstance(wrapper_press, AdaKVPress): + if not isinstance(press, ScorerPress): + return + else: + press = AdaKVPress(press=press) with press(unit_test_model): input_ids = unit_test_model.dummy_inputs["input_ids"] From 6e4daec21324cb0343ce858c5519dd85fafef5b8 Mon Sep 17 00:00:00 2001 From: maxjeblick Date: Tue, 7 Jan 2025 14:35:59 +0100 Subject: [PATCH 13/22] Add infinitebench benchmark --- evaluation/README.md | 33 ++++++++++++++++-- .../assets/infinitebench_kv_retrieval.png | Bin 0 -> 141675 bytes .../infinitebench_longbook_choice_eng.png | Bin 0 -> 140771 bytes .../assets/infinitebench_longbook_qa_eng.png | Bin 0 -> 138336 bytes .../infinitebench_longdialogue_qa_eng.png | Bin 0 -> 154323 bytes 5 files changed, 31 insertions(+), 2 deletions(-) create mode 100644 evaluation/assets/infinitebench_kv_retrieval.png create mode 100644 evaluation/assets/infinitebench_longbook_choice_eng.png create mode 100644 evaluation/assets/infinitebench_longbook_qa_eng.png create mode 100644 evaluation/assets/infinitebench_longdialogue_qa_eng.png diff --git a/evaluation/README.md b/evaluation/README.md index c826381e..8d141d09 100644 --- a/evaluation/README.md +++ b/evaluation/README.md @@ -65,7 +65,7 @@ Longdep_qa Observations: - Metrics are adapted from loogle benchmark, see [here](../evaluation/loogle/calculate_metrics.py). The plot show the average score (mean over all submetrics) for each task. -- The metrics are not always correlated with the quality of the answer, espcecially for longdep_qa task. LLM-as-a-judge may better suited for a more refined evaluation. +- The metrics are not always correlated with the quality of the answer, especially for longdep_qa task. LLM-as-a-judge may better suited for a more refined evaluation. - Again, snapkv w/ question consistently outperforms other methods. - In longdep_qa, the model looses track on counting (e.g. answer to "How many times is person x mentioned?" gets lower with increased compression ratio). This is not necessarily reflected in the metrics. - Llama3.1-8b-instruct seems to be more robust to compression. @@ -76,9 +76,38 @@ Observations: +
+ +### Infinitebench + + +kv_retrieval +![kv_retrieval](../evaluation/assets/infinitebench_kv_retrieval.png) +longbook_choice_eng +![longbook_choice_eng](../evaluation/assets/infinitebench_longbook_choice_eng.png) +longbook_qa_eng +![longbook_qa_eng](../evaluation/assets/infinitebench_longbook_qa_eng.png) +longdialogue_qa_eng +![longdialogue_qa_eng](../evaluation/assets/infinitebench_longdialogue_qa_eng.png) + + +Observations: +- All task where run with max_len=70_000 tokens, except for observed attention which used 10_000 tokens. +- For kv-retrieval subtask, streaming LLM (keep last N tokens) performs better than other methods. While this may be surprising at first, respecting the format of the task `(Extract the value corresponding to the specified key in the JSON object below. JSON data: {"7de93460-b65f-404e-9a7d-af2da2c8abb5": "2d9ab7c8-394a-4062-9928-310e39201a2f", ...}. Key: "70d1b207-d1e8-4591-95b8-9c85aceb8956"` +helps to understand this behavior. The information is homogeneously distributed in the context, and any token could potentially be relevant for answering the question. Streaming LLM will have access to all last tokens, while other methods will potentially create "holes". +- Mistral-nemo-instruct-2407 performs poorly on kv-retrieval subtask compared to other models and is thus excluded from the plots. +- For longbook-choice-eng, many compression methods are able to obtain good compression ratios. Thus, longbook-choice-eng is an example of a task that can be compressed effectively. +- For longbook-qa-eng, expected attention and snapkv perform better than other methods (note the performance difference of llama3.1-8b-instruct and phi3.5/mistral-nemo). +- For longdialogue-qa-eng, there's an interesting crossover between different compression methods. For higher compression, snapkv performs relatively well across models. + +
+ + ### Conclusions -The methods benchmarked so far are not able to efficiently compress the KV cache while maintaining performance on several long-context datasets and models. Further methods could be explored: +The methods benchmarked so far are not able to efficiently compress the KV cache while maintaining performance on several long-context datasets and models. +In particular, exact information retrieval tasks such as kv-retrieval are challenging for the current methods. +Further methods could be explored: - {Layer,Head}-wise pruning: pruning with a different compression ratio for each layer or head as in [DMC](https://arxiv.org/abs/2403.09636), [FastGen](https://arxiv.org/abs/2310.01801) or [DuoAttention](https://arxiv.org/abs/2410.10819) - Adaptive pruning: pruning based on a score, and not a uniform fixed ratio - Taking into account inter-layer dependencies such as in [PyramidKV](https://arxiv.org/abs/2406.02069) diff --git a/evaluation/assets/infinitebench_kv_retrieval.png b/evaluation/assets/infinitebench_kv_retrieval.png new file mode 100644 index 0000000000000000000000000000000000000000..c40e2c15ed76696b862a84625e2fc9b21bb7b018 GIT binary patch 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ezd*!Br}+7KzPuo#j Date: Thu, 9 Jan 2025 14:20:26 +0000 Subject: [PATCH 14/22] Adress PR feedback --- kvpress/attention_patch.py | 4 ++-- pyproject.toml | 2 +- tests/test_attention_patch.py | 9 +++++++++ 3 files changed, 12 insertions(+), 3 deletions(-) create mode 100644 tests/test_attention_patch.py diff --git a/kvpress/attention_patch.py b/kvpress/attention_patch.py index 26b63f4e..6e4541db 100644 --- a/kvpress/attention_patch.py +++ b/kvpress/attention_patch.py @@ -4,8 +4,8 @@ def search_hyperplane(X, max_iter: int = 1000): """ - Search for an hyperplane Y such that for every Xi, <= 0 - Returns - 1e5 * Y / ||Y|| ** 2 to ensure exp() = 0 + Given a tensor X of shape (bsz, seq_len, head_dim), search for an hyperplane Y (bsz, head_dim) + such that for every i, <= 0. Returns - 1e5 * Y / ||Y|| ** 2 to ensure exp() = 0 Raises a ValueError if no such hyperplane is found """ Y = X.mean(1) # this initialization is enough for most cases diff --git a/pyproject.toml b/pyproject.toml index 85d8d6e2..cf601d13 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -2,7 +2,7 @@ name = "kvpress" authors = ["Simon Jegou", "Maximilian Jeblick", "Jiwei Liu", "David Austin"] description = "Efficiently compress the KV cache of any pretrained transformer" -version = "0.1.1" +version = "0.2.0" readme = "README.md" [tool.poetry.dependencies] diff --git a/tests/test_attention_patch.py b/tests/test_attention_patch.py new file mode 100644 index 00000000..0a12a935 --- /dev/null +++ b/tests/test_attention_patch.py @@ -0,0 +1,9 @@ +import torch +from kvpress.attention_patch import search_hyperplane + + +def test_search_hyperplane(): + bsz, seq_len, head_dim = 50, 500, 128 + X = torch.rand(bsz, seq_len, head_dim) + Y = search_hyperplane(X) + assert torch.exp(torch.bmm(X, Y.unsqueeze(-1))).max() == 0 \ No newline at end of file From b4888b23e1b78644ca34f628287a99c184118cf9 Mon Sep 17 00:00:00 2001 From: SimJeg Date: Thu, 9 Jan 2025 14:53:05 +0000 Subject: [PATCH 15/22] Update position embeddings --- kvpress/presses/base_press.py | 3 --- kvpress/presses/expected_attention_press.py | 15 +++++++-------- kvpress/presses/key_rerotation_press.py | 16 ++-------------- kvpress/presses/simlayerkv_press.py | 7 +++++-- kvpress/presses/snapkv_press.py | 12 ++++++------ kvpress/presses/think_press.py | 7 +++---- kvpress/presses/tova_press.py | 4 +++- 7 files changed, 26 insertions(+), 38 deletions(-) diff --git a/kvpress/presses/base_press.py b/kvpress/presses/base_press.py index e5589e11..564a9123 100644 --- a/kvpress/presses/base_press.py +++ b/kvpress/presses/base_press.py @@ -134,9 +134,6 @@ def __call__(self, model: PreTrainedModel) -> Generator: hooks = [] try: for layer in model.model.layers: - if hasattr(model.model, "rotary_emb"): - # Make rotary embeddings available to the forward hook - layer.self_attn.rotary_emb = model.model.rotary_emb hooks.append(layer.self_attn.register_forward_hook(self.forward_hook, with_kwargs=True)) yield diff --git a/kvpress/presses/expected_attention_press.py b/kvpress/presses/expected_attention_press.py index 49cb311a..fb79c520 100644 --- a/kvpress/presses/expected_attention_press.py +++ b/kvpress/presses/expected_attention_press.py @@ -2,7 +2,6 @@ # SPDX-License-Identifier: Apache-2.0 -import inspect import math from dataclasses import dataclass @@ -66,13 +65,9 @@ def get_query_statistics(self, module: nn.Module, hidden_states: torch.Tensor): cov = cov.permute(0, 3, 1, 2) # RoPE rotation matrix on next n_future_positions - if "position_ids" in inspect.signature(module.rotary_emb.forward).parameters: - position_ids = torch.arange(q_len, q_len + self.n_future_positions).unsqueeze(0).to(mu.device) - cos, sin = module.rotary_emb(mu, position_ids) - cos, sin = cos[0], sin[0] - else: - cos, sin = module.rotary_emb(mu, q_len + self.n_future_positions) - cos, sin = cos[q_len:], sin[q_len:] + position_ids = torch.arange(q_len, q_len + self.n_future_positions).unsqueeze(0).to(mu.device) + cos, sin = self.rotary_emb(mu, position_ids) + cos, sin = cos[0], sin[0] Id = torch.eye(d, device=cos.device, dtype=cos.dtype) P = torch.zeros((d, d), device=cos.device, dtype=cos.dtype) @@ -137,3 +132,7 @@ def score( scores = F.pad(scores, (self.n_sink, 0), value=scores.max().item()) return scores + + def __call__(self, model): + self.rotary_emb = model.model.rotary_emb + return super().__call__(model) diff --git a/kvpress/presses/key_rerotation_press.py b/kvpress/presses/key_rerotation_press.py index 6c5b7356..da6dd226 100644 --- a/kvpress/presses/key_rerotation_press.py +++ b/kvpress/presses/key_rerotation_press.py @@ -2,7 +2,6 @@ # SPDX-License-Identifier: Apache-2.0 -import inspect from dataclasses import dataclass import torch @@ -49,7 +48,7 @@ def compress( indices = scores.topk(n_kept, dim=-1).indices indices = indices.unsqueeze(-1).expand(-1, -1, -1, module.config.head_dim) - cos, sin = get_rope_embeddings(module, keys) + cos, sin = kwargs["position_embeddings"] # Rerotate as follows # 1. keys = RoPE(W_k * hidden_states) # 2. keys_unrotated = RoPE^-1(keys) @@ -61,19 +60,8 @@ def compress( # 3. Prune keys keys = keys.gather(2, indices).contiguous() # 4. Apply RoPE - cos, sin = get_rope_embeddings(module, keys) + cos, sin = cos[:, :n_kept], sin[:, :n_kept] keys = (keys * cos.unsqueeze(1)) + (rotate_half(keys) * sin.unsqueeze(1)) values = values.gather(2, indices).contiguous() return keys, values - - -def get_rope_embeddings(module, x): - length = x.shape[2] - # rotary_emb function only needs .device and .dtype, so we can plug in any tensor regardless of shape - if "position_ids" in inspect.signature(module.rotary_emb.forward).parameters: - position_ids = torch.arange(length).unsqueeze(0).to(x.device) - cos, sin = module.rotary_emb(x, position_ids) - else: - cos, sin = module.rotary_emb(x, length) - return cos, sin diff --git a/kvpress/presses/simlayerkv_press.py b/kvpress/presses/simlayerkv_press.py index 8693015c..6113899e 100644 --- a/kvpress/presses/simlayerkv_press.py +++ b/kvpress/presses/simlayerkv_press.py @@ -43,13 +43,16 @@ def is_lazy( module: nn.Module, hidden_states: torch.Tensor, keys: torch.Tensor, + position_embeddings: torch.Tensor, ) -> bool: """ Compute the attention weights of the last tokens over the initial and recent tokens. The layer is considered lazy if the sum of these attention weights is above the lazy_threshold. """ - attn_weights = SnapKVPress.compute_window_attention(module, hidden_states, keys, self.n_last) + attn_weights = SnapKVPress.compute_window_attention( + module, hidden_states, keys, self.n_last, position_embeddings + ) attn_weights = attn_weights.mean((0, 1, 2)) # mean over bsz, heads and window size score = attn_weights[: self.n_initial].sum() + attn_weights[-self.n_recent :].sum() return score.item() > self.lazy_threshold @@ -91,7 +94,7 @@ def compress( return keys, values # Compression - if self.is_lazy(module, hidden_states, keys): + if self.is_lazy(module, hidden_states, keys, kwargs["position_embeddings"]): # If layer is lazy, only keep the initial and recent KV pairs keys = torch.cat([keys[:, :, : self.n_initial], keys[:, :, -self.n_recent + self.n_last :]], dim=2) values = torch.cat([values[:, :, : self.n_initial], values[:, :, -self.n_recent + self.n_last :]], dim=2) diff --git a/kvpress/presses/snapkv_press.py b/kvpress/presses/snapkv_press.py index 05ee6f9f..852c92f2 100644 --- a/kvpress/presses/snapkv_press.py +++ b/kvpress/presses/snapkv_press.py @@ -26,9 +26,7 @@ class SnapKVPress(ScorerPress): kernel_size: int = 5 @staticmethod - def compute_window_attention( - module: nn.Module, hidden_states: torch.Tensor, keys: torch.Tensor, window_size: int - ) -> torch.Tensor: + def compute_window_attention(module, hidden_states, keys, window_size, position_embeddings): """ Compute the last window_size queries and associated attention weights for the first q_len - window_size keys. """ @@ -50,8 +48,8 @@ def compute_window_attention( query_states = query_states.view(bsz, window_size, num_heads, head_dim).transpose(1, 2) # Apply RoPE - position_ids = torch.arange(q_len - window_size, q_len).unsqueeze(0).to(query_states.device) - cos, sin = module.rotary_emb(query_states, position_ids) + cos, sin = position_embeddings + cos, sin = cos[:, -window_size:], sin[:, -window_size:] query_states = (query_states * cos.unsqueeze(1)) + (rotate_half(query_states) * sin.unsqueeze(1)) # Compute attention for first q_len - window_size tokens @@ -83,7 +81,9 @@ def score( if attentions is not None: attn_weights = attentions[..., -self.window_size :, : -self.window_size] else: - attn_weights = self.compute_window_attention(module, hidden_states, keys, self.window_size) + attn_weights = self.compute_window_attention( + module, hidden_states, keys, self.window_size, kwargs["position_embeddings"] + ) scores = attn_weights.mean(dim=-2) scores = F.avg_pool1d(scores, kernel_size=self.kernel_size, padding=self.kernel_size // 2, stride=1) diff --git a/kvpress/presses/think_press.py b/kvpress/presses/think_press.py index 5309532e..fd84eb52 100644 --- a/kvpress/presses/think_press.py +++ b/kvpress/presses/think_press.py @@ -28,7 +28,7 @@ class ThinKPress(BasePress): key_channel_compression_ratio: float = 0.0 window_size: int = 32 - def compute_window_queries(self, module, hidden_states): + def compute_window_queries(self, module, hidden_states, position_embeddings): """ Re-compute the last window_size query states """ @@ -48,8 +48,7 @@ def compute_window_queries(self, module, hidden_states): query_states = query_states.view(bsz, self.window_size, num_heads, head_dim).transpose(1, 2) # Apply RoPE - position_ids = torch.arange(q_len - self.window_size, q_len).unsqueeze(0).to(query_states.device) - cos, sin = module.rotary_emb(query_states, position_ids) + cos, sin = position_embeddings query_states = (query_states * cos.unsqueeze(1)) + (rotate_half(query_states) * sin.unsqueeze(1)) return query_states @@ -75,7 +74,7 @@ def compress( bsz, num_key_value_heads, q_len, head_dim = keys.shape num_key_value_groups = module.config.num_attention_heads // num_key_value_heads - queries = self.compute_window_queries(module, kwargs["hidden_states"]) + queries = self.compute_window_queries(module, kwargs["hidden_states"], kwargs["position_embeddings"]) queries_norm = torch.pow(queries, 2).mean(dim=2) # (bsz, num_heads, head_dim) queries_norm = queries_norm.view(bsz, num_key_value_heads, num_key_value_groups, module.config.head_dim).mean(2) keys_norm = torch.pow(keys, 2).mean(dim=2) diff --git a/kvpress/presses/tova_press.py b/kvpress/presses/tova_press.py index 6a9eb8e0..5ca96cd1 100644 --- a/kvpress/presses/tova_press.py +++ b/kvpress/presses/tova_press.py @@ -37,7 +37,9 @@ def score( if attentions is not None: attn_weights = attentions[..., -1:, :-1] else: - attn_weights = SnapKVPress.compute_window_attention(module, hidden_states, keys, 1) + attn_weights = SnapKVPress.compute_window_attention( + module, hidden_states, keys, 1, kwargs["position_embeddings"] + ) # Average across heads and repeat num_key_value_head times scores = attn_weights.mean(1) From d3a5d7738dbd5c1f325878bf92177fafe2d16b10 Mon Sep 17 00:00:00 2001 From: SimJeg Date: Thu, 9 Jan 2025 15:05:18 +0000 Subject: [PATCH 16/22] Fix ThinkPress --- kvpress/presses/key_rerotation_press.py | 2 ++ kvpress/presses/think_press.py | 1 + 2 files changed, 3 insertions(+) diff --git a/kvpress/presses/key_rerotation_press.py b/kvpress/presses/key_rerotation_press.py index da6dd226..561a3f43 100644 --- a/kvpress/presses/key_rerotation_press.py +++ b/kvpress/presses/key_rerotation_press.py @@ -39,6 +39,8 @@ def compress( if self.press.compression_ratio == 0: return keys, values + assert isinstance(self.press, ScorerPress) + # Compute scores from base press scores = self.press.score(module, hidden_states, keys, values, attentions, kwargs) diff --git a/kvpress/presses/think_press.py b/kvpress/presses/think_press.py index fd84eb52..2b608feb 100644 --- a/kvpress/presses/think_press.py +++ b/kvpress/presses/think_press.py @@ -49,6 +49,7 @@ def compute_window_queries(self, module, hidden_states, position_embeddings): # Apply RoPE cos, sin = position_embeddings + cos, sin = cos[:, -self.window_size:], sin[:, -self.window_size:] query_states = (query_states * cos.unsqueeze(1)) + (rotate_half(query_states) * sin.unsqueeze(1)) return query_states From f4cc47d8bc14b659d2c5697103d7c11e9efcd358 Mon Sep 17 00:00:00 2001 From: SimJeg Date: Mon, 13 Jan 2025 09:42:15 +0000 Subject: [PATCH 17/22] Fix ExpectedAttentionPress with wrapper --- kvpress/presses/base_press.py | 2 +- kvpress/presses/expected_attention_press.py | 6 +----- 2 files changed, 2 insertions(+), 6 deletions(-) diff --git a/kvpress/presses/base_press.py b/kvpress/presses/base_press.py index 564a9123..88a2d025 100644 --- a/kvpress/presses/base_press.py +++ b/kvpress/presses/base_press.py @@ -134,8 +134,8 @@ def __call__(self, model: PreTrainedModel) -> Generator: hooks = [] try: for layer in model.model.layers: + layer.self_attn.rotary_emb = model.model.rotary_emb hooks.append(layer.self_attn.register_forward_hook(self.forward_hook, with_kwargs=True)) - yield finally: for forward_hook in hooks: diff --git a/kvpress/presses/expected_attention_press.py b/kvpress/presses/expected_attention_press.py index fb79c520..fbca07d4 100644 --- a/kvpress/presses/expected_attention_press.py +++ b/kvpress/presses/expected_attention_press.py @@ -66,7 +66,7 @@ def get_query_statistics(self, module: nn.Module, hidden_states: torch.Tensor): # RoPE rotation matrix on next n_future_positions position_ids = torch.arange(q_len, q_len + self.n_future_positions).unsqueeze(0).to(mu.device) - cos, sin = self.rotary_emb(mu, position_ids) + cos, sin = module.rotary_emb(mu, position_ids) cos, sin = cos[0], sin[0] Id = torch.eye(d, device=cos.device, dtype=cos.dtype) @@ -132,7 +132,3 @@ def score( scores = F.pad(scores, (self.n_sink, 0), value=scores.max().item()) return scores - - def __call__(self, model): - self.rotary_emb = model.model.rotary_emb - return super().__call__(model) From 802b3daf1d75d67b0ad515656ecd4629ab6e2551 Mon Sep 17 00:00:00 2001 From: SimJeg Date: Mon, 13 Jan 2025 10:35:11 +0000 Subject: [PATCH 18/22] Fix head_dim and patch --- kvpress/attention_patch.py | 4 ++-- kvpress/presses/expected_attention_press.py | 2 +- kvpress/presses/key_rerotation_press.py | 2 +- kvpress/presses/scorer_press.py | 2 +- kvpress/presses/snapkv_press.py | 2 +- kvpress/presses/think_press.py | 4 ++-- .../presses/test_key_rerotation_press_rope.py | 24 +++++++++++++++---- tests/test_attention_patch.py | 2 +- 8 files changed, 29 insertions(+), 13 deletions(-) diff --git a/kvpress/attention_patch.py b/kvpress/attention_patch.py index 6e4541db..012d2b9d 100644 --- a/kvpress/attention_patch.py +++ b/kvpress/attention_patch.py @@ -24,7 +24,7 @@ def attention_patch(func): This solution is not optimal as it does not reduce peak memory and slightly increase runtime """ - def wrapper(module, query, key, value, attention_mask, dropout, scaling=None, is_causal=None, **kwargs): + def wrapper(module, query, key, value, attention_mask, dropout, **kwargs): if query.shape[2] == key.shape[2]: # Prefilling module.masked_key_indices = None @@ -43,7 +43,7 @@ def wrapper(module, query, key, value, attention_mask, dropout, scaling=None, is # At indices, update the keys to the fake keys and the values to 0 key[*module.masked_key_indices] = k[*module.masked_key_indices[:2]] - return func(module, query, key, value, attention_mask, dropout, scaling, is_causal, **kwargs) + return func(module, query, key, value, attention_mask, dropout, **kwargs) return wrapper diff --git a/kvpress/presses/expected_attention_press.py b/kvpress/presses/expected_attention_press.py index fbca07d4..3b1695e7 100644 --- a/kvpress/presses/expected_attention_press.py +++ b/kvpress/presses/expected_attention_press.py @@ -38,7 +38,7 @@ def get_query_statistics(self, module: nn.Module, hidden_states: torch.Tensor): """ bsz, q_len, _ = hidden_states.shape - n, d = module.config.num_attention_heads, module.config.head_dim + n, d = module.config.num_attention_heads, module.head_dim # Remove first hidden_states that likely contain outliers h = hidden_states[:, self.n_sink :] diff --git a/kvpress/presses/key_rerotation_press.py b/kvpress/presses/key_rerotation_press.py index 561a3f43..17abe556 100644 --- a/kvpress/presses/key_rerotation_press.py +++ b/kvpress/presses/key_rerotation_press.py @@ -48,7 +48,7 @@ def compress( q_len = hidden_states.shape[1] n_kept = int(q_len * (1 - self.press.compression_ratio)) indices = scores.topk(n_kept, dim=-1).indices - indices = indices.unsqueeze(-1).expand(-1, -1, -1, module.config.head_dim) + indices = indices.unsqueeze(-1).expand(-1, -1, -1, module.head_dim) cos, sin = kwargs["position_embeddings"] # Rerotate as follows diff --git a/kvpress/presses/scorer_press.py b/kvpress/presses/scorer_press.py index 8bbdea61..ea97eab4 100644 --- a/kvpress/presses/scorer_press.py +++ b/kvpress/presses/scorer_press.py @@ -62,7 +62,7 @@ def compress( q_len = hidden_states.shape[1] n_kept = int(q_len * (1 - self.compression_ratio)) indices = scores.topk(n_kept, dim=-1).indices - indices = indices.unsqueeze(-1).expand(-1, -1, -1, module.config.head_dim) + indices = indices.unsqueeze(-1).expand(-1, -1, -1, module.head_dim) # Prune keys and values keys = keys.gather(2, indices).contiguous() diff --git a/kvpress/presses/snapkv_press.py b/kvpress/presses/snapkv_press.py index 852c92f2..371e9368 100644 --- a/kvpress/presses/snapkv_press.py +++ b/kvpress/presses/snapkv_press.py @@ -33,7 +33,7 @@ def compute_window_attention(module, hidden_states, keys, window_size, position_ bsz, q_len, _ = hidden_states.shape num_heads = module.config.num_attention_heads - head_dim = module.config.head_dim + head_dim = module.head_dim num_key_value_groups = num_heads // module.config.num_key_value_heads # Get last window_size queries diff --git a/kvpress/presses/think_press.py b/kvpress/presses/think_press.py index 2b608feb..6f1b829b 100644 --- a/kvpress/presses/think_press.py +++ b/kvpress/presses/think_press.py @@ -34,7 +34,7 @@ def compute_window_queries(self, module, hidden_states, position_embeddings): """ bsz, q_len, _ = hidden_states.shape num_heads = module.config.num_attention_heads - head_dim = module.config.head_dim + head_dim = module.head_dim # Get last window_size queries if hasattr(module, "q_proj"): @@ -77,7 +77,7 @@ def compress( queries = self.compute_window_queries(module, kwargs["hidden_states"], kwargs["position_embeddings"]) queries_norm = torch.pow(queries, 2).mean(dim=2) # (bsz, num_heads, head_dim) - queries_norm = queries_norm.view(bsz, num_key_value_heads, num_key_value_groups, module.config.head_dim).mean(2) + queries_norm = queries_norm.view(bsz, num_key_value_heads, num_key_value_groups, module.head_dim).mean(2) keys_norm = torch.pow(keys, 2).mean(dim=2) key_scores = queries_norm * keys_norm # (bsz, num_key_value_heads, head_dim) diff --git a/tests/presses/test_key_rerotation_press_rope.py b/tests/presses/test_key_rerotation_press_rope.py index f7082d10..f890dc6f 100644 --- a/tests/presses/test_key_rerotation_press_rope.py +++ b/tests/presses/test_key_rerotation_press_rope.py @@ -2,6 +2,7 @@ # SPDX-License-Identifier: Apache-2.0 +import inspect from dataclasses import dataclass import pytest @@ -10,7 +11,6 @@ from transformers.models.llama.modeling_llama import LlamaAttention, LlamaForCausalLM, rotate_half from kvpress import KeyRerotationPress, ScorerPress -from kvpress.presses.key_rerotation_press import get_rope_embeddings from tests.fixtures import unit_test_model # noqa: F401 @@ -42,7 +42,12 @@ def test_rerotate_keys_is_matches_reference_implementation(unit_test_model: Llam values = torch.randn_like(keys) # Press result keys_compressed, _ = key_rerotation_press.compress( - module, hidden_states, keys, values, attentions=None, kwargs=dict() + module, + hidden_states, + keys, + values, + attentions=None, + kwargs={"position_embeddings": get_rope_embeddings(module, keys)}, ) indices = original_press.indices @@ -83,7 +88,7 @@ def score( q_len = hidden_states.shape[1] n_kept = int(q_len * (1 - self.compression_ratio)) indices = scores.topk(n_kept, dim=-1).indices - indices = indices.unsqueeze(-1).expand(-1, -1, -1, module.config.head_dim) + indices = indices.unsqueeze(-1).expand(-1, -1, -1, module.head_dim) self.indices = indices return scores @@ -109,6 +114,17 @@ def compute_rerotated_keys_comparison_implementation(module: LlamaAttention, hid def get_keys_without_pos_embedding(module, hidden_states): key_states = module.k_proj(hidden_states) key_states = key_states.view( - key_states.shape[0], key_states.shape[1], module.config.num_key_value_heads, module.config.head_dim + key_states.shape[0], key_states.shape[1], module.config.num_key_value_heads, module.head_dim ).transpose(1, 2) return key_states + + +def get_rope_embeddings(module, x): + length = x.shape[2] + # rotary_emb function only needs .device and .dtype, so we can plug in any tensor regardless of shape + if "position_ids" in inspect.signature(module.rotary_emb.forward).parameters: + position_ids = torch.arange(length).unsqueeze(0).to(x.device) + cos, sin = module.rotary_emb(x, position_ids) + else: + cos, sin = module.rotary_emb(x, length) + return cos, sin diff --git a/tests/test_attention_patch.py b/tests/test_attention_patch.py index 0a12a935..9333609d 100644 --- a/tests/test_attention_patch.py +++ b/tests/test_attention_patch.py @@ -6,4 +6,4 @@ def test_search_hyperplane(): bsz, seq_len, head_dim = 50, 500, 128 X = torch.rand(bsz, seq_len, head_dim) Y = search_hyperplane(X) - assert torch.exp(torch.bmm(X, Y.unsqueeze(-1))).max() == 0 \ No newline at end of file + assert torch.exp(torch.bmm(X, Y.unsqueeze(-1))).max() == 0 From 11834155a0b9204454796f5a2b131be2feee2655 Mon Sep 17 00:00:00 2001 From: SimJeg Date: Mon, 13 Jan 2025 10:36:30 +0000 Subject: [PATCH 19/22] Fix flake8 --- tests/presses/test_presses.py | 10 +++++++++- 1 file changed, 9 insertions(+), 1 deletion(-) diff --git a/tests/presses/test_presses.py b/tests/presses/test_presses.py index 4bb3a89e..d76192a6 100644 --- a/tests/presses/test_presses.py +++ b/tests/presses/test_presses.py @@ -7,7 +7,15 @@ from torch import nn from transformers import DynamicCache -from kvpress import ComposedPress, KeyRerotationPress, KnormPress, ObservedAttentionPress, AdaKVPress, ThinKPress, ScorerPress +from kvpress import ( + ComposedPress, + KeyRerotationPress, + KnormPress, + ObservedAttentionPress, + AdaKVPress, + ThinKPress, + ScorerPress, +) from tests.default_presses import default_presses from tests.fixtures import unit_test_model, unit_test_model_output_attention # noqa: F401 From 17c1baee14695ec99b2b7b21db3b8f5363350861 Mon Sep 17 00:00:00 2001 From: SimJeg Date: Mon, 13 Jan 2025 10:47:22 +0000 Subject: [PATCH 20/22] Remove AdaKVPress --- README.md | 1 - evaluation/evaluate.py | 3 -- kvpress/__init__.py | 4 --- kvpress/attention_patch.py | 57 ------------------------------- kvpress/presses/adakv_press.py | 55 ----------------------------- kvpress/presses/composed_press.py | 5 ++- tests/presses/test_presses.py | 8 +---- tests/test_attention_patch.py | 9 ----- 8 files changed, 3 insertions(+), 139 deletions(-) delete mode 100644 kvpress/attention_patch.py delete mode 100644 kvpress/presses/adakv_press.py delete mode 100644 tests/test_attention_patch.py diff --git a/README.md b/README.md index 6ada295d..2b9e59cf 100644 --- a/README.md +++ b/README.md @@ -65,7 +65,6 @@ Some presses rely on a different logic: - `SimLayerKVPress`: identify "lazy" layers, and apply the StreamingLLM approach to them ([paper](https://arxiv.org/abs/2410.13846)) Finally we provide special presses: -- `AdaKVPress`: prune bottom scores of any `ScorerPress` but across all heads, achieving head-wise compressions (see [paper](https://arxiv.org/abs/2407.11550)) - `PerLayerCompressionPress`: compress each layer with a different compression ratio (experimental). This press can be used with any other press that allows to set a compression_ratio - `ComposedPress`: compose multiple presses together by chaining their forward hooks - `KeyRerotationPress`: rerotate pruned keys to have continuous RoPE embeddings. This press can be used with any other press that inherits from `ScorerPress`. diff --git a/evaluation/evaluate.py b/evaluation/evaluate.py index 2a1fd296..021a50b3 100644 --- a/evaluation/evaluate.py +++ b/evaluation/evaluate.py @@ -17,7 +17,6 @@ from zero_scrolls.calculate_metrics import calculate_metrics as zero_scrolls_scorer from kvpress import ( - AdaKVPress, ExpectedAttentionPress, KnormPress, ObservedAttentionPress, @@ -45,8 +44,6 @@ } PRESS_DICT = { - "adasnapkv": AdaKVPress(SnapKVPress()), - "ada_expected_attention": AdaKVPress(ExpectedAttentionPress()), "expected_attention": ExpectedAttentionPress(), "knorm": KnormPress(), "observed_attention": ObservedAttentionPress(), diff --git a/kvpress/__init__.py b/kvpress/__init__.py index 774eaa20..a285240e 100644 --- a/kvpress/__init__.py +++ b/kvpress/__init__.py @@ -3,7 +3,6 @@ from kvpress.pipeline import KVPressTextGenerationPipeline -from kvpress.presses.adakv_press import AdaKVPress from kvpress.presses.base_press import BasePress from kvpress.presses.composed_press import ComposedPress from kvpress.presses.expected_attention_press import ExpectedAttentionPress @@ -19,11 +18,8 @@ from kvpress.presses.think_press import ThinKPress from kvpress.presses.tova_press import TOVAPress -from kvpress.attention_patch import patch_attention_functions -patch_attention_functions() __all__ = [ - "AdaKVPress", "BasePress", "ComposedPress", "ScorerPress", diff --git a/kvpress/attention_patch.py b/kvpress/attention_patch.py deleted file mode 100644 index 012d2b9d..00000000 --- a/kvpress/attention_patch.py +++ /dev/null @@ -1,57 +0,0 @@ -import torch -from transformers.modeling_utils import ALL_ATTENTION_FUNCTIONS - - -def search_hyperplane(X, max_iter: int = 1000): - """ - Given a tensor X of shape (bsz, seq_len, head_dim), search for an hyperplane Y (bsz, head_dim) - such that for every i, <= 0. Returns - 1e5 * Y / ||Y|| ** 2 to ensure exp() = 0 - Raises a ValueError if no such hyperplane is found - """ - Y = X.mean(1) # this initialization is enough for most cases - for _ in range(max_iter): - mask = torch.bmm(X, Y.unsqueeze(-1)) <= 0 - if not mask.any(): - return -1e5 * Y / Y.norm(dim=-1, keepdim=True) ** 2 - Y += (X * mask).sum(1) / mask.sum(1).clamp(min=1) - raise ValueError("Could not find fake keys such that for every query q, exp() = 0") - - -def attention_patch(func): - """ - Decorator to udpate the keys before the attention computation at the indices provided in module.masked_key_indices - The keys are updated with a fake key k such that exp() = 0 to fake head-wise compression - This solution is not optimal as it does not reduce peak memory and slightly increase runtime - """ - - def wrapper(module, query, key, value, attention_mask, dropout, **kwargs): - if query.shape[2] == key.shape[2]: - # Prefilling - module.masked_key_indices = None - elif module.masked_key_indices is not None: - # Decoding: build fake keys k s.t. exp() = 0 - bsz, num_heads, seq_len, head_dim = query.shape - num_key_value_heads = key.shape[1] - num_groups = num_heads // num_key_value_heads - - # Build a fake key k per key group such that for every query q, exp() = 0 - q = query.view(bsz, num_key_value_heads, num_groups, seq_len, head_dim) - q = q.reshape(bsz * num_key_value_heads, num_groups * seq_len, head_dim) - k = search_hyperplane(q) - k = k.view(bsz, num_key_value_heads, head_dim) - - # At indices, update the keys to the fake keys and the values to 0 - key[*module.masked_key_indices] = k[*module.masked_key_indices[:2]] - - return func(module, query, key, value, attention_mask, dropout, **kwargs) - - return wrapper - - -def patch_attention_functions(): - """ - Add the attention_patch decorator to functions in ALL_ATTENTION_FUNCTIONS - """ - - for name, func in ALL_ATTENTION_FUNCTIONS.items(): - ALL_ATTENTION_FUNCTIONS[name] = attention_patch(func) diff --git a/kvpress/presses/adakv_press.py b/kvpress/presses/adakv_press.py deleted file mode 100644 index e4a2a1e1..00000000 --- a/kvpress/presses/adakv_press.py +++ /dev/null @@ -1,55 +0,0 @@ -# SPDX-FileCopyrightText: Copyright (c) 1993-2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. -# SPDX-License-Identifier: Apache-2.0 - - -from dataclasses import dataclass - -import torch - -from kvpress.presses.base_press import BasePress -from kvpress.presses.scorer_press import ScorerPress - - -@dataclass -class AdaKVPress(BasePress): - """ - AdaKV (https://arxiv.org/abs/2407.11550) selects the top-k keys and values among all heads in a layer - based on the scores, achieving head-specific compression. - A safeguard is applied to ensure a minimum fraction of KV pairs per head (alpha_safeguard parameter) - """ - - scorer: ScorerPress - alpha_safeguard: float = 0.20 - - @property - def compression_ratio(self): - return self.scorer.compression_ratio - - @compression_ratio.setter - def compression_ratio(self, value): - self.scorer.compression_ratio = value - - def compress(self, module, hidden_states, keys, values, attentions, kwargs): - if self.compression_ratio == 0: - return keys, values - - assert module.config._attn_implementation != "eager", "eager mode not supported" - assert isinstance(self.scorer, ScorerPress), "AdaKVPress requires a ScorerPress as input" - - # Compute scores - scores = self.scorer.score(module, hidden_states, keys, values, attentions, kwargs) - bsz, num_key_value_heads, q_len = scores.shape - - # Make sure to keep at least alpha * (1 - compression_ratio) KV pairs per head - n_kept = int(q_len * (1 - self.compression_ratio)) # ScorerPress definition - n_safe = int(n_kept * self.alpha_safeguard) - top_indices = torch.topk(scores, n_safe, dim=-1).indices - scores.scatter_(-1, top_indices, torch.finfo(scores.dtype).max) - - # Compute bottom-k across heads - n_pruned = num_key_value_heads * (q_len - n_kept) - indices = torch.topk(-scores.reshape(bsz, -1), n_pruned, dim=1).indices.flatten() - - # Save indices for attention patching in the module - module.masked_key_indices = (torch.arange(bsz).repeat_interleave(n_pruned), indices // q_len, indices % q_len) - return keys, values diff --git a/kvpress/presses/composed_press.py b/kvpress/presses/composed_press.py index cb2b4aab..1c2b2bdc 100644 --- a/kvpress/presses/composed_press.py +++ b/kvpress/presses/composed_press.py @@ -2,7 +2,6 @@ from kvpress.presses.base_press import BasePress from kvpress.presses.observed_attention_press import ObservedAttentionPress -from kvpress.presses.adakv_press import AdaKVPress @dataclass @@ -16,8 +15,8 @@ class ComposedPress(BasePress): def __post_init__(self): self.compression_ratio = None assert not any( - isinstance(press, (ObservedAttentionPress, AdaKVPress)) for press in self.presses - ), "ComposedPress cannot contains ObservedAttentionPress or AdaKVPress" + isinstance(press, (ObservedAttentionPress)) for press in self.presses + ), "ComposedPress cannot contains ObservedAttentionPress" def forward_hook(self, module, input, kwargs, output): self.compression_ratio = 1.0 diff --git a/tests/presses/test_presses.py b/tests/presses/test_presses.py index d76192a6..2a96e5c8 100644 --- a/tests/presses/test_presses.py +++ b/tests/presses/test_presses.py @@ -12,7 +12,6 @@ KeyRerotationPress, KnormPress, ObservedAttentionPress, - AdaKVPress, ThinKPress, ScorerPress, ) @@ -30,7 +29,7 @@ def test_composed_press(unit_test_model): # noqa: F811 @pytest.mark.parametrize("press_dict", default_presses) -@pytest.mark.parametrize("wrapper_press", [None, ComposedPress, KeyRerotationPress, AdaKVPress]) +@pytest.mark.parametrize("wrapper_press", [None, ComposedPress, KeyRerotationPress]) def test_presses_run(unit_test_model, press_dict, wrapper_press): # noqa: F811 cls = press_dict["cls"] for kwargs in press_dict["kwargs"]: @@ -39,11 +38,6 @@ def test_presses_run(unit_test_model, press_dict, wrapper_press): # noqa: F811 press = ComposedPress(presses=[press]) if isinstance(wrapper_press, KeyRerotationPress): press = KeyRerotationPress(press=press) - if isinstance(wrapper_press, AdaKVPress): - if not isinstance(press, ScorerPress): - return - else: - press = AdaKVPress(press=press) with press(unit_test_model): input_ids = unit_test_model.dummy_inputs["input_ids"] diff --git a/tests/test_attention_patch.py b/tests/test_attention_patch.py deleted file mode 100644 index 9333609d..00000000 --- a/tests/test_attention_patch.py +++ /dev/null @@ -1,9 +0,0 @@ -import torch -from kvpress.attention_patch import search_hyperplane - - -def test_search_hyperplane(): - bsz, seq_len, head_dim = 50, 500, 128 - X = torch.rand(bsz, seq_len, head_dim) - Y = search_hyperplane(X) - assert torch.exp(torch.bmm(X, Y.unsqueeze(-1))).max() == 0 From 1d72584e5f65e2bd341864400b031fc7783680e9 Mon Sep 17 00:00:00 2001 From: SimJeg Date: Mon, 13 Jan 2025 11:34:59 +0000 Subject: [PATCH 21/22] Fix toml and adress PR feedback --- evaluation/evaluate.py | 5 +++++ pyproject.toml | 2 +- 2 files changed, 6 insertions(+), 1 deletion(-) diff --git a/evaluation/evaluate.py b/evaluation/evaluate.py index 021a50b3..91675c16 100644 --- a/evaluation/evaluate.py +++ b/evaluation/evaluate.py @@ -116,6 +116,11 @@ def evaluate( df = df.sample(frac=fraction, random_state=42) save_filename = save_filename.with_name(save_filename.stem + f"__fraction{fraction:.2f}" + save_filename.suffix) + if max_context_length is not None: + save_filename = save_filename.with_name( + save_filename.stem + f"__max_context{max_context_length}" + save_filename.suffix + ) + if compress_questions: df["context"] = df["context"] + df["question"] df["question"] = "" diff --git a/pyproject.toml b/pyproject.toml index 98456a83..4ded782b 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -14,7 +14,7 @@ scipy = "^1.13.1" matplotlib = "^3.9.0" bs4 = "^0.0.2" torch = "^2.3.1" -transformers = ">=4.48.0 +transformers = ">=4.48.0" nvitop = "^1.3.2" sentencepiece = "^0.2.0" protobuf = "^5.27.2" From d53a3cb24af425b8ad525c39f1df6b6ffe71d8e3 Mon Sep 17 00:00:00 2001 From: SimJeg Date: Mon, 13 Jan 2025 11:50:34 +0000 Subject: [PATCH 22/22] Fix style --- evaluation/evaluate.py | 2 +- kvpress/presses/key_rerotation_press.py | 5 +++-- 2 files changed, 4 insertions(+), 3 deletions(-) diff --git a/evaluation/evaluate.py b/evaluation/evaluate.py index 91675c16..3b2b9b23 100644 --- a/evaluation/evaluate.py +++ b/evaluation/evaluate.py @@ -129,7 +129,7 @@ def evaluate( # Load press assert press_name in PRESS_DICT press = PRESS_DICT[press_name] - press.compression_ratio = compression_ratio + press.compression_ratio = compression_ratio # type:ignore[attr-defined] # Initialize pipeline with the correct attention implementation model_kwargs = {"torch_dtype": "auto"} diff --git a/kvpress/presses/key_rerotation_press.py b/kvpress/presses/key_rerotation_press.py index 17abe556..0675fbcb 100644 --- a/kvpress/presses/key_rerotation_press.py +++ b/kvpress/presses/key_rerotation_press.py @@ -27,6 +27,9 @@ class KeyRerotationPress(BasePress): press: ScorerPress + def __post_init__(self): + assert isinstance(self.press, ScorerPress) + def compress( self, module: nn.Module, @@ -39,8 +42,6 @@ def compress( if self.press.compression_ratio == 0: return keys, values - assert isinstance(self.press, ScorerPress) - # Compute scores from base press scores = self.press.score(module, hidden_states, keys, values, attentions, kwargs)