From 4eccf75f590cfdeab4e46954c40cc29af3719e84 Mon Sep 17 00:00:00 2001 From: Abdul Fatir Ansari Date: Sat, 16 Nov 2024 22:25:28 +0000 Subject: [PATCH 01/31] Add support for ChronosBolt models Co-authored-by: Caner Turkmen Co-authored-by: Lorenzo Stella --- pyproject.toml | 4 +- src/chronos/__init__.py | 6 + src/chronos/base.py | 162 +++++++++++ src/chronos/chronos.py | 56 ++-- src/chronos/chronos_bolt.py | 551 ++++++++++++++++++++++++++++++++++++ src/chronos/utils.py | 20 ++ 6 files changed, 778 insertions(+), 21 deletions(-) create mode 100644 src/chronos/base.py create mode 100644 src/chronos/chronos_bolt.py create mode 100644 src/chronos/utils.py diff --git a/pyproject.toml b/pyproject.toml index 55dd210f..cfaec755 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [project] name = "chronos" -version = "1.2.1" +version = "1.3.0" requires-python = ">=3.8" license = { file = "LICENSE" } dependencies = [ @@ -12,7 +12,7 @@ dependencies = [ [project.optional-dependencies] test = ["pytest~=8.0", "numpy~=1.21"] typecheck = ["mypy~=1.9"] -training = ["gluonts[pro]", "numpy", "tensorboard", "typer", "typer-config", "joblib", "scikit-learn"] +training = ["gluonts[pro]", "numpy", "datasets", "typer", "typer-config", "joblib", "scikit-learn", "tensorboard"] evaluation = ["gluonts[pro]", "datasets", "numpy", "typer"] [tool.mypy] diff --git a/src/chronos/__init__.py b/src/chronos/__init__.py index 4474e8e6..3088d7e7 100644 --- a/src/chronos/__init__.py +++ b/src/chronos/__init__.py @@ -1,6 +1,7 @@ # Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. # SPDX-License-Identifier: Apache-2.0 +from .base import BaseChronosPipeline, ForecastType from .chronos import ( ChronosConfig, ChronosModel, @@ -8,11 +9,16 @@ ChronosTokenizer, MeanScaleUniformBins, ) +from .chronos_bolt import ChronosBoltConfig, ChronosBoltPipeline __all__ = [ + "BaseChronosPipeline", + "ForecastType", "ChronosConfig", "ChronosModel", "ChronosPipeline", "ChronosTokenizer", "MeanScaleUniformBins", + "ChronosBoltConfig", + "ChronosBoltPipeline", ] diff --git a/src/chronos/base.py b/src/chronos/base.py new file mode 100644 index 00000000..29bb8aec --- /dev/null +++ b/src/chronos/base.py @@ -0,0 +1,162 @@ +# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. +# SPDX-License-Identifier: Apache-2.0 + + +from enum import Enum +from pathlib import Path +from typing import TYPE_CHECKING, Dict, List, Optional, Tuple, Union + +import torch + +if TYPE_CHECKING: + from transformers import PreTrainedModel + +from .utils import left_pad_and_stack_1D + + +class ForecastType(Enum): + SAMPLES = "samples" + QUANTILES = "quantiles" + + +class PipelineRegistry(type): + REGISTRY: Dict[str, "PipelineRegistry"] = {} + + def __new__(cls, name, bases, attrs): + """See, https://github.com/faif/python-patterns.""" + new_cls = type.__new__(cls, name, bases, attrs) + if name is not None: + cls.REGISTRY[name] = new_cls + + return new_cls + + +class BaseChronosPipeline(metaclass=PipelineRegistry): + forecast_type: ForecastType + dtypes = {"bfloat16": torch.bfloat16, "float32": torch.float32} + + def __init__(self, inner_model: "PreTrainedModel"): + """ + Parameters + ---------- + inner_model : PreTrainedModel + A hugging-face transformers PreTrainedModel, e.g., T5ForConditionalGeneration + """ + # for easy access to the inner HF-style model + self.inner_model = inner_model + + def _prepare_and_validate_context( + self, context: Union[torch.Tensor, List[torch.Tensor]] + ): + if isinstance(context, list): + context = left_pad_and_stack_1D(context) + assert isinstance(context, torch.Tensor) + if context.ndim == 1: + context = context.unsqueeze(0) + assert context.ndim == 2 + + return context + + def predict( + self, + context: Union[torch.Tensor, List[torch.Tensor]], + prediction_length: Optional[int] = None, + **kwargs, + ): + """ + Get forecasts for the given time series. + + Parameters + ---------- + context + Input series. This is either a 1D tensor, or a list + of 1D tensors, or a 2D tensor whose first dimension + is batch. In the latter case, use left-padding with + ``torch.nan`` to align series of different lengths. + prediction_length + Time steps to predict. Defaults to a model-dependent + value if not given. + + Returns + ------- + forecasts + Tensor containing forecasts. The layout and meaning + of the forecasts values depends on ``self.forecast_type``. + """ + raise NotImplementedError() + + def predict_quantiles( + self, + context: Union[torch.Tensor, List[torch.Tensor]], + prediction_length: Optional[int] = None, + quantile_levels: List[float] = [0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9], + **kwargs, + ) -> Tuple[torch.Tensor, torch.Tensor]: + """ + Get quantile and mean forecasts for given time series. All + predictions are returned on the CPU. + + Parameters + ---------- + context + Input series. This is either a 1D tensor, or a list + of 1D tensors, or a 2D tensor whose first dimension + is batch. In the latter case, use left-padding with + ``torch.nan`` to align series of different lengths. + prediction_length + Time steps to predict. Defaults to a model-dependent + value if not given. + quantile_levels: List[float] + Quantile levels to compute + + Returns + ------- + quantiles + Tensor containing quantile forecasts. Shape + (batch_size, prediction_length, num_quantiles) + mean + Tensor containing mean (point) forecasts. Shape + (batch_size, prediction_length) + """ + raise NotImplementedError() + + @classmethod + def from_pretrained( + cls, + pretrained_model_name_or_path: Union[str, Path], + *model_args, + **kwargs, + ): + """ + Load the model, either from a local path or from the HuggingFace Hub. + Supports the same arguments as ``AutoConfig`` and ``AutoModel`` + from ``transformers``. + + When a local path is provided, supports both a folder or a .tar.gz archive. + """ + from transformers import AutoConfig + + torch_dtype = kwargs.get("torch_dtype", "auto") + if torch_dtype != "auto" and isinstance(torch_dtype, str): + kwargs["torch_dtype"] = cls.dtypes[torch_dtype] + + config = AutoConfig.from_pretrained(pretrained_model_name_or_path, **kwargs) + is_valid_config = hasattr(config, "chronos_pipeline_class") or hasattr( + config, "chronos_config" + ) + + if not is_valid_config: + raise ValueError("Not a Chronos config file") + + pipeline_class_name = getattr( + config, "chronos_pipeline_class", "ChronosPipeline" + ) + class_ = PipelineRegistry.REGISTRY.get(pipeline_class_name) + if class_ is None: + raise ValueError( + f"Trying to load unknown pipeline class: {pipeline_class_name}" + ) + + return class_.from_pretrained( + pretrained_model_name_or_path, *model_args, **kwargs + ) diff --git a/src/chronos/chronos.py b/src/chronos/chronos.py index 000dc673..65fadc26 100644 --- a/src/chronos/chronos.py +++ b/src/chronos/chronos.py @@ -1,7 +1,7 @@ # Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. # SPDX-License-Identifier: Apache-2.0 -import warnings +import logging from dataclasses import dataclass from typing import Any, Dict, List, Literal, Optional, Tuple, Union @@ -16,6 +16,10 @@ ) import chronos +from chronos.base import BaseChronosPipeline, ForecastType +from chronos.utils import left_pad_and_stack_1D + +logger = logging.getLogger(__file__) @dataclass @@ -364,21 +368,7 @@ def forward( return preds.reshape(input_ids.size(0), num_samples, -1) -def left_pad_and_stack_1D(tensors: List[torch.Tensor]) -> torch.Tensor: - max_len = max(len(c) for c in tensors) - padded = [] - for c in tensors: - assert isinstance(c, torch.Tensor) - assert c.ndim == 1 - padding = torch.full( - size=(max_len - len(c),), fill_value=torch.nan, device=c.device - ) - padded.append(torch.concat((padding, c), dim=-1)) - return torch.stack(padded).to(tensors[0]) - - -@dataclass -class ChronosPipeline: +class ChronosPipeline(BaseChronosPipeline): """ A ``ChronosPipeline`` uses the given tokenizer and model to forecast input time series. @@ -396,6 +386,12 @@ class ChronosPipeline: tokenizer: ChronosTokenizer model: ChronosModel + forecast_type: ForecastType = ForecastType.SAMPLES + + def __init__(self, tokenizer, model): + super().__init__(inner_model=model.model) + self.tokenizer = tokenizer + self.model = model def _prepare_and_validate_context( self, context: Union[torch.Tensor, List[torch.Tensor]] @@ -453,7 +449,7 @@ def predict( temperature: Optional[float] = None, top_k: Optional[int] = None, top_p: Optional[float] = None, - limit_prediction_length: bool = True, + limit_prediction_length: bool = False, ) -> torch.Tensor: """ Get forecasts for the given time series. @@ -482,7 +478,7 @@ def predict( Defaults to what specified in ``self.model.config``. limit_prediction_length Force prediction length smaller or equal than the - built-in prediction length from the model. True by + built-in prediction length from the model. False by default. When true, fail loudly if longer predictions are requested, otherwise longer predictions are allowed. @@ -505,7 +501,7 @@ def predict( if limit_prediction_length: msg += "You can turn off this check by setting `limit_prediction_length=False`." raise ValueError(msg) - warnings.warn(msg) + logger.warning(msg) input_dtype = context_tensor.dtype input_device = context_tensor.device @@ -542,6 +538,28 @@ def predict( return torch.cat(predictions, dim=-1).to(dtype=input_dtype, device=input_device) + def predict_quantiles( + self, + context: Union[torch.Tensor, List[torch.Tensor]], + prediction_length: Optional[int] = None, + quantile_levels: List[float] = [0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9], + **predict_kwargs, + ) -> Tuple[torch.Tensor, torch.Tensor]: + prediction_samples = ( + self.predict(context, prediction_length=prediction_length, **predict_kwargs) + .detach() + .cpu() + .swapaxes(1, 2) + ) + mean = prediction_samples.mean(axis=-1, keepdims=True) + quantiles = torch.quantile( + prediction_samples, + q=torch.tensor(quantile_levels, dtype=prediction_samples.dtype), + dim=-1, + ).permute(1, 2, 0) + + return quantiles, mean + @classmethod def from_pretrained(cls, *args, **kwargs): """ diff --git a/src/chronos/chronos_bolt.py b/src/chronos/chronos_bolt.py new file mode 100644 index 00000000..4d37bbe6 --- /dev/null +++ b/src/chronos/chronos_bolt.py @@ -0,0 +1,551 @@ +# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. +# SPDX-License-Identifier: Apache-2.0 + + +import copy +import logging +import warnings +from dataclasses import dataclass +from typing import List, Optional, Tuple, Union + +import torch +import torch.nn as nn +from transformers import AutoConfig +from transformers.models.t5.modeling_t5 import ( + ACT2FN, + T5Config, + T5LayerNorm, + T5PreTrainedModel, + T5Stack, +) +from transformers.utils import ModelOutput + +from .base import BaseChronosPipeline, ForecastType + + +logger = logging.getLogger(__file__) + + +@dataclass +class ChronosBoltConfig: + context_length: int + prediction_length: int + input_patch_size: int + input_patch_stride: int + quantiles: List[float] + use_reg_token: bool = False + + +@dataclass +class ChronosBoltOutput(ModelOutput): + loss: Optional[torch.Tensor] = None + quantile_preds: Optional[torch.Tensor] = None + attentions: Optional[torch.Tensor] = None + cross_attentions: Optional[torch.Tensor] = None + + +class Patch(nn.Module): + def __init__(self, patch_size: int, patch_stride: int) -> None: + super().__init__() + self.patch_size = patch_size + self.patch_stride = patch_stride + + def forward(self, x: torch.Tensor) -> torch.Tensor: + length = x.shape[-1] + + if length % self.patch_size != 0: + padding_size = ( + *x.shape[:-1], + self.patch_size - (length % self.patch_size), + ) + padding = torch.full( + size=padding_size, fill_value=torch.nan, dtype=x.dtype, device=x.device + ) + x = torch.concat((padding, x), dim=-1) + + x = x.unfold(dimension=-1, size=self.patch_size, step=self.patch_stride) + return x + + +class InstanceNorm(nn.Module): + """ + See, also, RevIN. Apply standardization along the last dimension. + """ + + def __init__(self, eps: float = 1e-5) -> None: + super().__init__() + self.eps = eps + + def forward( + self, + x: torch.Tensor, + loc_scale: Optional[Tuple[torch.Tensor, torch.Tensor]] = None, + ) -> Tuple[torch.Tensor, Tuple[torch.Tensor, torch.Tensor]]: + if loc_scale is None: + loc = torch.nan_to_num(torch.nanmean(x, dim=-1, keepdim=True), nan=0.0) + scale = torch.nan_to_num( + (x - loc).square().nanmean(dim=-1, keepdim=True).sqrt(), nan=1.0 + ) + scale = torch.where(scale == 0, torch.abs(loc) + self.eps, scale) + else: + loc, scale = loc_scale + + return (x - loc) / scale, (loc, scale) + + def inverse( + self, x: torch.Tensor, loc_scale: Tuple[torch.Tensor, torch.Tensor] + ) -> torch.Tensor: + loc, scale = loc_scale + return x * scale + loc + + +class ResidualBlock(nn.Module): + def __init__( + self, + in_dim: int, + h_dim: int, + out_dim: int, + act_fn_name: str, + dropout_p: float = 0.0, + use_layer_norm: bool = False, + ) -> None: + super().__init__() + + self.dropout = nn.Dropout(dropout_p) + self.hidden_layer = nn.Linear(in_dim, h_dim) + self.act = ACT2FN[act_fn_name] + self.output_layer = nn.Linear(h_dim, out_dim) + self.residual_layer = nn.Linear(in_dim, out_dim) + + self.use_layer_norm = use_layer_norm + if use_layer_norm: + self.layer_norm = T5LayerNorm(out_dim) + + def forward(self, x: torch.Tensor): + hid = self.act(self.hidden_layer(x)) + out = self.dropout(self.output_layer(hid)) + res = self.residual_layer(x) + + out = out + res + + if self.use_layer_norm: + return self.layer_norm(out) + return out + + +class ChronosBoltModelForForecasting(T5PreTrainedModel): + _keys_to_ignore_on_load_missing = [ + r"input_patch_embedding\.", + r"output_patch_embedding\.", + ] + _keys_to_ignore_on_load_unexpected = [r"lm_head.weight"] + _tied_weights_keys = ["encoder.embed_tokens.weight", "decoder.embed_tokens.weight"] + + def __init__(self, config: T5Config): + assert hasattr(config, "chronos_config"), "Not a Chronos config file" + + super().__init__(config) + self.model_dim = config.d_model + + self.chronos_config = ChronosBoltConfig(**config.chronos_config) + + # Only decoder_start_id (and optionally REG token) + if self.chronos_config.use_reg_token: + config.reg_token_id = 1 + + config.vocab_size = 2 if self.chronos_config.use_reg_token else 1 + self.shared = nn.Embedding(config.vocab_size, config.d_model) + + # Input patch embedding layer + self.input_patch_embedding = ResidualBlock( + in_dim=self.chronos_config.input_patch_size * 2, + h_dim=config.d_ff, + out_dim=config.d_model, + act_fn_name=config.dense_act_fn, + dropout_p=config.dropout_rate, + ) + + # patching layer + self.patch = Patch( + patch_size=self.chronos_config.input_patch_size, + patch_stride=self.chronos_config.input_patch_stride, + ) + + # instance normalization, also referred to as "scaling" in Chronos and GluonTS + self.instance_norm = InstanceNorm() + + encoder_config = copy.deepcopy(config) + encoder_config.is_decoder = False + encoder_config.use_cache = False + encoder_config.is_encoder_decoder = False + self.encoder = T5Stack(encoder_config, self.shared) + + self._init_decoder(config) + + self.num_quantiles = len(self.chronos_config.quantiles) + quantiles = torch.tensor(self.chronos_config.quantiles, dtype=self.dtype) + self.register_buffer("quantiles", quantiles, persistent=False) + + self.output_patch_embedding = ResidualBlock( + in_dim=config.d_model, + h_dim=config.d_ff, + out_dim=self.num_quantiles * self.chronos_config.prediction_length, + act_fn_name=config.dense_act_fn, + dropout_p=config.dropout_rate, + ) + + # Initialize weights and apply final processing + self.post_init() + + # Model parallel + self.model_parallel = False + self.device_map = None + + def _init_weights(self, module): + super()._init_weights(module) + """Initialize the weights""" + factor = self.config.initializer_factor + if isinstance(module, (self.__class__)): + module.shared.weight.data.normal_(mean=0.0, std=factor * 1.0) + elif isinstance(module, ResidualBlock): + module.hidden_layer.weight.data.normal_( + mean=0.0, + std=factor * ((self.chronos_config.input_patch_size * 2) ** -0.5), + ) + if ( + hasattr(module.hidden_layer, "bias") + and module.hidden_layer.bias is not None + ): + module.hidden_layer.bias.data.zero_() + + module.residual_layer.weight.data.normal_( + mean=0.0, + std=factor * ((self.chronos_config.input_patch_size * 2) ** -0.5), + ) + if ( + hasattr(module.residual_layer, "bias") + and module.residual_layer.bias is not None + ): + module.residual_layer.bias.data.zero_() + + module.output_layer.weight.data.normal_( + mean=0.0, std=factor * ((self.config.d_ff) ** -0.5) + ) + if ( + hasattr(module.output_layer, "bias") + and module.output_layer.bias is not None + ): + module.output_layer.bias.data.zero_() + + def forward( + self, + context: torch.Tensor, + mask: Optional[torch.Tensor] = None, + target: Optional[torch.Tensor] = None, + target_mask: Optional[torch.Tensor] = None, + ) -> ChronosBoltOutput: + mask = ( + mask.to(context.dtype) + if mask is not None + else torch.isnan(context).logical_not().to(context.dtype) + ) + + batch_size, _ = context.shape + if context.shape[-1] > self.chronos_config.context_length: + context = context[..., -self.chronos_config.context_length :] + mask = mask[..., -self.chronos_config.context_length :] + + # scaling + context, loc_scale = self.instance_norm(context) + + # the scaling op above is done in 32-bit precision, + # then the context is moved to model's dtype + context = context.to(self.dtype) + mask = mask.to(self.dtype) + + # patching + patched_context = self.patch(context) + patched_mask = torch.nan_to_num(self.patch(mask), nan=0.0) + patched_context[~(patched_mask > 0)] = 0.0 + # concat context and mask along patch dim + patched_context = torch.cat([patched_context, patched_mask], dim=-1) + + # attention_mask = 1 if at least one item in the patch is observed + attention_mask = ( + patched_mask.sum(dim=-1) > 0 + ) # (batch_size, patched_seq_length) + + input_embeds = self.input_patch_embedding(patched_context) + + if self.chronos_config.use_reg_token: + # Append [REG] + reg_input_ids = torch.full( + (batch_size, 1), + self.config.reg_token_id, + device=input_embeds.device, + ) + reg_embeds = self.shared(reg_input_ids) + input_embeds = torch.cat([input_embeds, reg_embeds], dim=-2) + attention_mask = torch.cat( + [attention_mask, torch.ones_like(reg_input_ids)], dim=-1 + ) + + encoder_outputs = self.encoder( + attention_mask=attention_mask, + inputs_embeds=input_embeds, + ) + hidden_states = encoder_outputs[0] + + sequence_output = self.decode(input_embeds, attention_mask, hidden_states) + + quantile_preds_shape = ( + batch_size, + self.num_quantiles, + self.chronos_config.prediction_length, + ) + quantile_preds = self.output_patch_embedding(sequence_output).view( + *quantile_preds_shape + ) + + loss = None + if target is not None: + # normalize target + target, _ = self.instance_norm(target, loc_scale) + target = target.unsqueeze(1) # type: ignore + assert self.chronos_config.prediction_length >= target.shape[-1] + + target = target.to(quantile_preds.device) + target_mask = ( + target_mask.unsqueeze(1).to(quantile_preds.device) + if target_mask is not None + else ~torch.isnan(target) + ) + target[~target_mask] = 0.0 + + # pad target and target_mask if they are shorter than model's prediction_length + if self.chronos_config.prediction_length > target.shape[-1]: + padding_shape = ( + *target.shape[:-1], + self.chronos_config.prediction_length - target.shape[-1], + ) + target = torch.cat( + [target, torch.zeros(padding_shape).to(target)], dim=-1 + ) + target_mask = torch.cat( + [target_mask, torch.zeros(padding_shape).to(target_mask)], dim=-1 + ) + + loss = ( + 2 + * torch.abs( + (target - quantile_preds) + * ( + (target <= quantile_preds).float() + - self.quantiles.view(1, self.num_quantiles, 1) + ) + ) + * target_mask.float() + ) + loss = loss.mean(dim=-2) # Mean over prediction horizon + loss = loss.sum(dim=-1) # Sum over quantile levels + loss = loss.mean() # Mean over batch + + # Unscale predictions + quantile_preds = self.instance_norm.inverse( + quantile_preds.view(batch_size, -1), + loc_scale, + ).view(*quantile_preds_shape) + + return ChronosBoltOutput( + loss=loss, + quantile_preds=quantile_preds, + ) + + def _init_decoder(self, config): + decoder_config = copy.deepcopy(config) + decoder_config.is_decoder = True + decoder_config.is_encoder_decoder = False + decoder_config.num_layers = config.num_decoder_layers + self.decoder = T5Stack(decoder_config, self.shared) + + def decode( + self, + input_embeds, + attention_mask, + hidden_states, + output_attentions=False, + ): + """ + Parameters + ---------- + input_embeds: torch.Tensor + Patched and embedded inputs. Shape (batch_size, patched_context_length, d_model) + attention_mask: torch.Tensor + Attention mask for the patched context. Shape (batch_size, patched_context_length), type: torch.int64 + hidden_states: torch.Tensor + Hidden states returned by the encoder. Shape (batch_size, patched_context_length, d_model) + + Returns + ------- + last_hidden_state + Last hidden state returned by the decoder, of shape (batch_size, 1, d_model) + """ + batch_size = input_embeds.shape[0] + decoder_input_ids = torch.full( + (batch_size, 1), + self.config.decoder_start_token_id, + device=input_embeds.device, + ) + decoder_outputs = self.decoder( + input_ids=decoder_input_ids, + encoder_hidden_states=hidden_states, + encoder_attention_mask=attention_mask, + output_attentions=output_attentions, + return_dict=True, + ) + + return decoder_outputs.last_hidden_state # sequence_outputs, b x 1 x d_model + + +class ChronosBoltPipeline(BaseChronosPipeline): + forecast_type: ForecastType = ForecastType.QUANTILES + default_context_length: int = 2048 + + def __init__(self, model: ChronosBoltModelForForecasting): + super().__init__(inner_model=model) + self.model = model + + @property + def quantiles(self) -> List[float]: + return self.model.config.chronos_config["quantiles"] + + def predict( # type: ignore[override] + self, + context: Union[torch.Tensor, List[torch.Tensor]], + prediction_length: Optional[int] = None, + limit_prediction_length: bool = False, + ): + context_tensor = self._prepare_and_validate_context(context=context) + + model_context_length = self.model.config.chronos_config["context_length"] + model_prediction_length = self.model.config.chronos_config["prediction_length"] + if prediction_length is None: + prediction_length = model_prediction_length + + if prediction_length > model_prediction_length: + msg = ( + f"We recommend keeping prediction length <= {model_prediction_length}. " + "The quality of longer predictions may degrade since the model is not optimized for it. " + ) + if limit_prediction_length: + msg += "You can turn off this check by setting `limit_prediction_length=False`." + raise ValueError(msg) + warnings.warn(msg) + + predictions = [] + remaining = prediction_length + + # We truncate the context here because otherwise batches with very long + # context could take up large amounts of GPU memory unnecessarily. + if context_tensor.shape[-1] > model_context_length: + context_tensor = context_tensor[..., -model_context_length:] + + # TODO: We unroll the forecast of Chronos Bolt greedily with the full forecast + # horizon that the model was trained with (i.e., 64). This results in variance collapsing + # every 64 steps. + while remaining > 0: + with torch.no_grad(): + prediction = self.model( + context=context_tensor.to( + device=self.model.device, + dtype=torch.float32, # scaling should be done in 32-bit precision + ), + ).quantile_preds.to(context_tensor) + + predictions.append(prediction) + remaining -= prediction.shape[-1] + + if remaining <= 0: + break + + central_idx = torch.abs(torch.tensor(self.quantiles) - 0.5).argmin() + central_prediction = prediction[:, central_idx] + + context_tensor = torch.cat([context_tensor, central_prediction], dim=-1) + + return torch.cat(predictions, dim=-1)[..., :prediction_length] + + def predict_quantiles( + self, + context: Union[torch.Tensor, List[torch.Tensor]], + prediction_length: Optional[int] = None, + quantile_levels: List[float] = [0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9], + **predict_kwargs, + ) -> Tuple[torch.Tensor, torch.Tensor]: + # shape (batch_size, prediction_length, len(training_quantile_levels)) + predictions = ( + self.predict(context, prediction_length=prediction_length, **predict_kwargs) + .detach() + .cpu() + .swapaxes(1, 2) + ) + + training_quantile_levels = self.quantiles + + if set(quantile_levels).issubset(set(training_quantile_levels)): + # no need to perform intra/extrapolation + quantiles = predictions[ + ..., [training_quantile_levels.index(q) for q in quantile_levels] + ] + else: + # we rely on torch for interpolating quantiles if quantiles that + # Chronos Bolt was trained on were not provided + if min(quantile_levels) < min(training_quantile_levels) or max( + quantile_levels + ) > max(training_quantile_levels): + logger.warning( + f"\tQuantiles to be predicted ({quantile_levels}) are not within the range of " + f"quantiles that Chronos-Bolt was trained on ({training_quantile_levels}). " + "Quantile predictions will be set to the minimum/maximum levels at which Chronos-Bolt " + "was trained on. This may significantly affect the quality of the predictions." + ) + + # TODO: this is a hack that assumes the model's quantiles during training (training_quantile_levels) + # made up an equidistant grid along the quantile dimension. i.e., they were (0.1, 0.2, ..., 0.9). + # While this holds for official Chronos-Bolt models, this may not be true in the future, and this + # function may have to be revised. + augmented_predictions = torch.cat( + [predictions[..., [0]], predictions, predictions[..., [-1]]], + dim=-1, + ) + quantiles = torch.quantile( + augmented_predictions, + q=torch.tensor(quantile_levels, dtype=augmented_predictions.dtype), + dim=-1, + ).permute(1, 2, 0) + # NOTE: the median is returned as the mean here + mean = predictions[:, :, training_quantile_levels.index(0.5)] + return quantiles, mean + + @classmethod + def from_pretrained(cls, *args, **kwargs): + """ + Load the model, either from a local path or from the HuggingFace Hub. + Supports the same arguments as ``AutoConfig`` and ``AutoModel`` + from ``transformers``. + """ + + config = AutoConfig.from_pretrained(*args, **kwargs) + assert hasattr(config, "chronos_config"), "Not a Chronos config file" + + architecture = config.architectures[0] + class_ = globals().get(architecture) + + if class_ is None: + logger.warning( + f"Unknown architecture: {architecture}, defaulting to ChronosBoltModelForForecasting" + ) + class_ = ChronosBoltModelForForecasting + + model = class_.from_pretrained(*args, **kwargs) + return cls(model=model) diff --git a/src/chronos/utils.py b/src/chronos/utils.py new file mode 100644 index 00000000..9248d5ab --- /dev/null +++ b/src/chronos/utils.py @@ -0,0 +1,20 @@ +# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. +# SPDX-License-Identifier: Apache-2.0 + + +from typing import List + +import torch + + +def left_pad_and_stack_1D(tensors: List[torch.Tensor]) -> torch.Tensor: + max_len = max(len(c) for c in tensors) + padded = [] + for c in tensors: + assert isinstance(c, torch.Tensor) + assert c.ndim == 1 + padding = torch.full( + size=(max_len - len(c),), fill_value=torch.nan, device=c.device + ) + padded.append(torch.concat((padding, c), dim=-1)) + return torch.stack(padded).to(tensors[0]) From e3215aef94a15b3c328fea6237d5b78ae7c8ba2c Mon Sep 17 00:00:00 2001 From: Abdul Fatir Ansari Date: Sat, 16 Nov 2024 22:35:28 +0000 Subject: [PATCH 02/31] Fix test --- test/test_chronos.py | 19 +++++++++++++++---- 1 file changed, 15 insertions(+), 4 deletions(-) diff --git a/test/test_chronos.py b/test/test_chronos.py index e2b71dcd..effb24f5 100644 --- a/test/test_chronos.py +++ b/test/test_chronos.py @@ -179,7 +179,9 @@ def test_pipeline_predict(model_dtype: torch.dtype, input_dtype: torch.dtype): validate_tensor(samples, shape=(4, 12, 3), dtype=input_dtype) with pytest.raises(ValueError): - samples = pipeline.predict(context, num_samples=7, prediction_length=65) + samples = pipeline.predict( + context, num_samples=7, prediction_length=65, limit_prediction_length=True + ) samples = pipeline.predict( context, num_samples=7, prediction_length=65, limit_prediction_length=False @@ -192,7 +194,12 @@ def test_pipeline_predict(model_dtype: torch.dtype, input_dtype: torch.dtype): validate_tensor(samples, shape=(4, 12, 3), dtype=input_dtype) with pytest.raises(ValueError): - samples = pipeline.predict(list(context), num_samples=7, prediction_length=65) + samples = pipeline.predict( + list(context), + num_samples=7, + prediction_length=65, + limit_prediction_length=True, + ) samples = pipeline.predict( list(context), @@ -208,13 +215,17 @@ def test_pipeline_predict(model_dtype: torch.dtype, input_dtype: torch.dtype): validate_tensor(samples, shape=(1, 12, 3), dtype=input_dtype) with pytest.raises(ValueError): - samples = pipeline.predict(context[0, ...], num_samples=7, prediction_length=65) + samples = pipeline.predict( + context[0, ...], + num_samples=7, + prediction_length=65, + limit_prediction_length=True, + ) samples = pipeline.predict( context[0, ...], num_samples=7, prediction_length=65, - limit_prediction_length=False, ) validate_tensor(samples, shape=(1, 7, 65), dtype=input_dtype) From e2b39b3668c63c802f97e8785c561bddebd28a8e Mon Sep 17 00:00:00 2001 From: Abdul Fatir Ansari Date: Sat, 16 Nov 2024 22:37:47 +0000 Subject: [PATCH 03/31] Fix tests --- test/test_chronos.py | 11 ++++++++++- 1 file changed, 10 insertions(+), 1 deletion(-) diff --git a/test/test_chronos.py b/test/test_chronos.py index effb24f5..1ec542ff 100644 --- a/test/test_chronos.py +++ b/test/test_chronos.py @@ -7,7 +7,12 @@ import pytest import torch -from chronos import ChronosConfig, ChronosPipeline, MeanScaleUniformBins +from chronos import ( + ChronosConfig, + ChronosPipeline, + MeanScaleUniformBins, + BaseChronosPipeline, +) @pytest.mark.parametrize("n_numerical_tokens", [5, 10, 27]) @@ -320,3 +325,7 @@ def test_token_clipping(n_tokens): context=torch.tensor([[huge_value]]), scale=torch.tensor(([1])) ) assert token_ids[0, 0] == config.n_tokens - 1 # and it's clipped to n_tokens - 1 + + +def test_model_loads_from_huggingface(): + BaseChronosPipeline.from_pretrained("amazon/chronos-t5-tiny", device_map="cpu") From 7554de955b90555d3b2ad8918262de320633e42c Mon Sep 17 00:00:00 2001 From: Abdul Fatir Ansari Date: Sat, 16 Nov 2024 22:52:00 +0000 Subject: [PATCH 04/31] Fix mypy issues --- src/chronos/base.py | 2 +- src/chronos/chronos.py | 4 ++-- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/src/chronos/base.py b/src/chronos/base.py index 29bb8aec..f3b4a700 100644 --- a/src/chronos/base.py +++ b/src/chronos/base.py @@ -157,6 +157,6 @@ def from_pretrained( f"Trying to load unknown pipeline class: {pipeline_class_name}" ) - return class_.from_pretrained( + return class_.from_pretrained( # type: ignore[attr-defined] pretrained_model_name_or_path, *model_args, **kwargs ) diff --git a/src/chronos/chronos.py b/src/chronos/chronos.py index 65fadc26..b9966900 100644 --- a/src/chronos/chronos.py +++ b/src/chronos/chronos.py @@ -441,7 +441,7 @@ def embed( ).cpu() return embeddings, tokenizer_state - def predict( + def predict( # type: ignore[override] self, context: Union[torch.Tensor, List[torch.Tensor]], prediction_length: Optional[int] = None, @@ -551,7 +551,7 @@ def predict_quantiles( .cpu() .swapaxes(1, 2) ) - mean = prediction_samples.mean(axis=-1, keepdims=True) + mean = prediction_samples.mean(dim=-1, keepdim=True) quantiles = torch.quantile( prediction_samples, q=torch.tensor(quantile_levels, dtype=prediction_samples.dtype), From 7c28bdc013911bfc5df3ad2ab3b8b10d16aa8816 Mon Sep 17 00:00:00 2001 From: Abdul Fatir Ansari Date: Sun, 17 Nov 2024 18:06:36 +0000 Subject: [PATCH 05/31] Update eval script --- scripts/evaluation/evaluate.py | 106 +++++++++++++++++++++++++-------- 1 file changed, 82 insertions(+), 24 deletions(-) diff --git a/scripts/evaluation/evaluate.py b/scripts/evaluation/evaluate.py index 756f544f..8995e317 100644 --- a/scripts/evaluation/evaluate.py +++ b/scripts/evaluation/evaluate.py @@ -12,10 +12,15 @@ from gluonts.ev.metrics import MASE, MeanWeightedSumQuantileLoss from gluonts.itertools import batcher from gluonts.model.evaluation import evaluate_forecasts -from gluonts.model.forecast import SampleForecast +from gluonts.model.forecast import QuantileForecast, SampleForecast from tqdm.auto import tqdm -from chronos import ChronosPipeline +from chronos import ( + BaseChronosPipeline, + ChronosBoltPipeline, + ChronosPipeline, + ForecastType, +) app = typer.Typer(pretty_exceptions_enable=False) @@ -228,37 +233,45 @@ def load_and_split_dataset(backtest_config: dict): return test_data -def generate_sample_forecasts( +def generate_forecasts( test_data_input: Iterable, - pipeline: ChronosPipeline, + pipeline: BaseChronosPipeline, prediction_length: int, batch_size: int, - num_samples: int, **predict_kwargs, ): - # Generate forecast samples - forecast_samples = [] + # Generate forecasts + forecast_outputs = [] for batch in tqdm(batcher(test_data_input, batch_size=batch_size)): context = [torch.tensor(entry["target"]) for entry in batch] - forecast_samples.append( + forecast_outputs.append( pipeline.predict( context, prediction_length=prediction_length, - num_samples=num_samples, **predict_kwargs, ).numpy() ) - forecast_samples = np.concatenate(forecast_samples) + forecast_outputs = np.concatenate(forecast_outputs) - # Convert forecast samples into gluonts SampleForecast objects - sample_forecasts = [] - for item, ts in zip(forecast_samples, test_data_input): + # Convert forecast samples into gluonts Forecast objects + forecasts = [] + for item, ts in zip(forecast_outputs, test_data_input): forecast_start_date = ts["start"] + len(ts["target"]) - sample_forecasts.append( - SampleForecast(samples=item, start_date=forecast_start_date) - ) - return sample_forecasts + if pipeline.forecast_type == ForecastType.SAMPLES: + forecasts.append( + SampleForecast(samples=item, start_date=forecast_start_date) + ) + elif pipeline.forecast_type == ForecastType.QUANTILES: + forecasts.append( + QuantileForecast( + forecast_arrays=item, + forecast_keys=list(map(str, pipeline.quantiles)), + start_date=forecast_start_date, + ) + ) + + return forecasts @app.command() @@ -274,17 +287,65 @@ def main( top_k: Optional[int] = None, top_p: Optional[float] = None, ): + """Evaluate Chronos models. + + Parameters + ---------- + config_path : Path + Path to the evaluation config. See ./configs/. + metrics_path : Path + Path to the CSV file where metrics will be saved. + chronos_model_id : str, optional, default = "amazon/chronos-t5-small" + HuggingFace ID of the Chronos model or local path + Available models on HuggingFace: + Chronos: + - amazon/chronos-t5-tiny + - amazon/chronos-t5-mini + - amazon/chronos-t5-small + - amazon/chronos-t5-base + - amazon/chronos-t5-large + Chronos-Bolt: + - amazon/chronos-bolt-tiny + - amazon/chronos-bolt-mini + - amazon/chronos-bolt-small + - amazon/chronos-bolt-base + device : str, optional, default = "cuda" + Device on which inference will be performed + torch_dtype : str, optional + Model's dtype, by default "bfloat16" + batch_size : int, optional, default = 32 + Batch size for inference. For Chronos-Bolt models, significantly larger + batch sizes can be used + num_samples : int, optional, default = 20 + Number of samples to draw when using the original Chronos models + temperature : Optional[float], optional, default = 1.0 + Softmax temperature to used for the original Chronos models + top_k : Optional[int], optional, default = 50 + Top-K sampling, by default None + top_p : Optional[float], optional, default = 1.0 + Top-p sampling, by default None + """ if isinstance(torch_dtype, str): torch_dtype = getattr(torch, torch_dtype) assert isinstance(torch_dtype, torch.dtype) # Load Chronos - pipeline = ChronosPipeline.from_pretrained( + pipeline = BaseChronosPipeline.from_pretrained( chronos_model_id, device_map=device, torch_dtype=torch_dtype, ) + if isinstance(pipeline, ChronosPipeline): + predict_kwargs = dict( + num_samples=num_samples, + temperature=temperature, + top_k=top_k, + top_p=top_p, + ) + elif isinstance(pipeline, ChronosBoltPipeline): + predict_kwargs = {} + # Load backtest configs with open(config_path) as fp: backtest_configs = yaml.safe_load(fp) @@ -301,21 +362,18 @@ def main( f"Generating forecasts for {dataset_name} " f"({len(test_data.input)} time series)" ) - sample_forecasts = generate_sample_forecasts( + forecasts = generate_forecasts( test_data.input, pipeline=pipeline, prediction_length=prediction_length, batch_size=batch_size, - num_samples=num_samples, - temperature=temperature, - top_k=top_k, - top_p=top_p, + **predict_kwargs, ) logger.info(f"Evaluating forecasts for {dataset_name}") metrics = ( evaluate_forecasts( - sample_forecasts, + forecasts, test_data=test_data, metrics=[ MASE(), From 8b18e08ebb774cd6ddd9c6a5ed3c7fac010eceea Mon Sep 17 00:00:00 2001 From: Abdul Fatir Ansari Date: Sun, 17 Nov 2024 18:22:03 +0000 Subject: [PATCH 06/31] Add bolt tests --- test/test_chronos.py | 10 +- test/test_chronos_bolt.py | 200 ++++++++++++++++++++++++++++++++++++++ 2 files changed, 205 insertions(+), 5 deletions(-) create mode 100644 test/test_chronos_bolt.py diff --git a/test/test_chronos.py b/test/test_chronos.py index 1ec542ff..056d0b1f 100644 --- a/test/test_chronos.py +++ b/test/test_chronos.py @@ -8,13 +8,17 @@ import torch from chronos import ( + BaseChronosPipeline, ChronosConfig, ChronosPipeline, MeanScaleUniformBins, - BaseChronosPipeline, ) +def test_base_chronos_pipeline_loads_from_huggingface(): + BaseChronosPipeline.from_pretrained("amazon/chronos-t5-tiny", device_map="cpu") + + @pytest.mark.parametrize("n_numerical_tokens", [5, 10, 27]) @pytest.mark.parametrize("n_special_tokens", [2, 5, 13]) def test_tokenizer_consistency(n_numerical_tokens: int, n_special_tokens: int): @@ -325,7 +329,3 @@ def test_token_clipping(n_tokens): context=torch.tensor([[huge_value]]), scale=torch.tensor(([1])) ) assert token_ids[0, 0] == config.n_tokens - 1 # and it's clipped to n_tokens - 1 - - -def test_model_loads_from_huggingface(): - BaseChronosPipeline.from_pretrained("amazon/chronos-t5-tiny", device_map="cpu") diff --git a/test/test_chronos_bolt.py b/test/test_chronos_bolt.py new file mode 100644 index 00000000..ce1072b4 --- /dev/null +++ b/test/test_chronos_bolt.py @@ -0,0 +1,200 @@ +from typing import Tuple + +import pytest +import torch + +from chronos import BaseChronosPipeline, ChronosBoltPipeline +from chronos.chronos_bolt import InstanceNorm, Patch + + +def validate_tensor(input: torch.Tensor, shape: Tuple[int, ...]) -> None: + assert isinstance(input, torch.Tensor) + assert input.shape == shape + + +def test_base_chronos_pipeline_loads_from_huggingface(): + # FIXME: Replace with amazon/chronos-bolt-tiny + BaseChronosPipeline.from_pretrained("autogluon/chronos-bolt-tiny", device_map="cpu") + + +@pytest.mark.parametrize("torch_dtype", [torch.float32, torch.bfloat16]) +def test_pipeline_predict(torch_dtype: str): + # FIXME: Replace with amazon/chronos-bolt-tiny + pipeline = ChronosBoltPipeline.from_pretrained( + "autogluon/chronos-bolt-tiny", + device_map="cpu", + torch_dtype=torch_dtype, + ) + context = 10 * torch.rand(size=(4, 16)) + 10 + expected_num_quantiles = len(pipeline.quantiles) + + # input: tensor of shape (batch_size, context_length) + + quantiles = pipeline.predict(context, prediction_length=3) + validate_tensor(quantiles, (4, expected_num_quantiles, 3)) + + with pytest.raises(ValueError): + quantiles = pipeline.predict( + context, prediction_length=65, limit_prediction_length=True + ) + + quantiles = pipeline.predict(context, prediction_length=65) + validate_tensor(quantiles, (4, expected_num_quantiles, 65)) + + # input: batch_size-long list of tensors of shape (context_length,) + + quantiles = pipeline.predict(list(context), prediction_length=3) + validate_tensor(quantiles, (4, expected_num_quantiles, 3)) + + with pytest.raises(ValueError): + quantiles = pipeline.predict( + list(context), + prediction_length=65, + limit_prediction_length=True, + ) + + quantiles = pipeline.predict(list(context), prediction_length=65) + validate_tensor(quantiles, (4, expected_num_quantiles, 65)) + + # input: tensor of shape (context_length,) + + quantiles = pipeline.predict(context[0, ...], prediction_length=3) + validate_tensor(quantiles, (1, expected_num_quantiles, 3)) + + with pytest.raises(ValueError): + quantiles = pipeline.predict( + context[0, ...], + prediction_length=65, + limit_prediction_length=True, + ) + + quantiles = pipeline.predict( + context[0, ...], + prediction_length=65, + ) + validate_tensor(quantiles, (1, expected_num_quantiles, 65)) + + +# The following tests have been taken from +# https://github.com/autogluon/autogluon/blob/f57beb26cb769c6e0d484a6af2b89eab8aee73a8/timeseries/tests/unittests/models/chronos/pipeline/test_chronos_bolt.py +# Author: Caner Turkmen + + +def test_given_even_data_patch_operator_output_is_correct(): + batch_size = 17 + patch_len = 16 + + patch = Patch(patch_len, patch_len) + + batch = ( + torch.stack([torch.arange(512)] * batch_size) + + torch.arange(batch_size)[:, None] + ) + output = patch(batch) + + assert output.shape == (batch_size, 512 // patch_len, patch_len) + + assert torch.allclose( + output[:, 0], + torch.stack([torch.arange(patch_len)] * batch_size) + + torch.arange(batch_size)[:, None], + atol=1e-5, + ) + assert torch.allclose( + output[:, 1], + torch.stack([torch.arange(patch_len, 2 * patch_len)] * batch_size) + + torch.arange(batch_size)[:, None], + atol=1e-5, + ) + assert not torch.isnan(output).any() + + +def test_given_even_data_and_strides_patch_operator_output_is_correct(): + batch_size = 17 + patch_len, patch_stride = 16, 8 + + patch = Patch(patch_len, patch_stride) + + offset = torch.arange(batch_size)[:, None] + batch = torch.stack([torch.arange(512)] * batch_size) + offset + output = patch(batch) + + assert torch.allclose( + output[:, 1], + torch.stack([torch.arange(patch_stride, patch_stride + patch_len)] * batch_size) + + offset, + atol=1e-5, + ) + assert not torch.isnan(output).any() + + +def test_given_uneven_data_patch_operator_pads_and_output_is_correct(): + batch_size = 17 + patch_len = 16 + + patch = Patch(patch_len, patch_len) + + batch = ( + torch.stack([torch.arange(512 - patch_len + 1)] * batch_size) + + torch.arange(batch_size)[:, None] + ).float() + output = patch(batch) + + assert output.shape == (batch_size, 512 // patch_len, patch_len) + + # check the first portion is padded + assert torch.isnan(output[:, 0, :-1]).all() + + # check nowhere else is nan + assert not torch.isnan(output[:, 1:]).any() + + +def test_when_instancenorm_applied_then_standardization_correct(): + inorm = InstanceNorm() + + input_ = torch.tensor( + [ + [1, 2, 3, 4, 5], + [2, 3, 4, 5, 6], + ] + ).float() + + normalized, (loc, scale) = inorm(input_) + + assert normalized.shape == input_.shape + assert torch.allclose(normalized[0], normalized[1]) + assert torch.allclose(loc.squeeze(), torch.tensor([3.0, 4.0])) + assert torch.allclose(scale.squeeze(), torch.tensor(1.41421)) + + +def test_when_instancenorm_applied_and_reversed_then_nans_preserved(): + inorm = InstanceNorm() + + input_ = torch.tensor( + [ + [1, torch.nan, 3, 4, 5], + [2, 3, 4, 5, torch.nan], + ] + ).float() + + normalized, (loc, scale) = inorm(input_) + assert torch.allclose(normalized.isnan(), input_.isnan()) + + output = inorm.inverse(normalized, (loc, scale)) + assert torch.allclose(output, input_, equal_nan=True) + + +def test_when_instancenorm_applied_and_reversed_then_output_correct(): + inorm = InstanceNorm() + + input_ = torch.tensor( + [ + [1, 2, 3, 4, 5], + [2, 3, 4, 5, 1000], + ] + ).float() + + normalized, loc_scale = inorm(input_) + output = inorm.inverse(normalized, loc_scale) + + assert torch.allclose(output, input_) From 09556d620b078a173f697579d5139de3fe2463b8 Mon Sep 17 00:00:00 2001 From: Abdul Fatir Ansari Date: Sun, 17 Nov 2024 18:54:38 +0000 Subject: [PATCH 07/31] Update docstrings --- src/chronos/base.py | 3 +- src/chronos/chronos.py | 28 +++++++++++++++-- src/chronos/chronos_bolt.py | 63 +++++++++++++++++++++++++++++++++++-- 3 files changed, 88 insertions(+), 6 deletions(-) diff --git a/src/chronos/base.py b/src/chronos/base.py index f3b4a700..69faabdc 100644 --- a/src/chronos/base.py +++ b/src/chronos/base.py @@ -93,8 +93,7 @@ def predict_quantiles( **kwargs, ) -> Tuple[torch.Tensor, torch.Tensor]: """ - Get quantile and mean forecasts for given time series. All - predictions are returned on the CPU. + Get quantile and mean forecasts for given time series. Parameters ---------- diff --git a/src/chronos/chronos.py b/src/chronos/chronos.py index b9966900..f65392f1 100644 --- a/src/chronos/chronos.py +++ b/src/chronos/chronos.py @@ -545,13 +545,37 @@ def predict_quantiles( quantile_levels: List[float] = [0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9], **predict_kwargs, ) -> Tuple[torch.Tensor, torch.Tensor]: + """ + Get quantile and mean forecasts for given time series. + + Parameters + ---------- + context : Union[torch.Tensor, List[torch.Tensor]] + Input series. This is either a 1D tensor, or a list + of 1D tensors, or a 2D tensor whose first dimension + is batch. In the latter case, use left-padding with + ``torch.nan`` to align series of different lengths. + prediction_length : Optional[int], optional + Time steps to predict. Defaults to a model-dependent + value if not given. + quantile_levels : List[float], optional + Quantile levels to compute, by default [0.1, 0.2, ..., 0.9] + + Returns + ------- + quantiles + Tensor containing quantile forecasts. + Shape: (batch_size, prediction_length, num_quantiles) + mean + Tensor containing mean (point) forecasts. + Shape: (batch_size, prediction_length) + """ prediction_samples = ( self.predict(context, prediction_length=prediction_length, **predict_kwargs) .detach() - .cpu() .swapaxes(1, 2) ) - mean = prediction_samples.mean(dim=-1, keepdim=True) + mean = prediction_samples.mean(dim=-1) quantiles = torch.quantile( prediction_samples, q=torch.tensor(quantile_levels, dtype=prediction_samples.dtype), diff --git a/src/chronos/chronos_bolt.py b/src/chronos/chronos_bolt.py index 4d37bbe6..e117029b 100644 --- a/src/chronos/chronos_bolt.py +++ b/src/chronos/chronos_bolt.py @@ -424,7 +424,40 @@ def predict( # type: ignore[override] context: Union[torch.Tensor, List[torch.Tensor]], prediction_length: Optional[int] = None, limit_prediction_length: bool = False, - ): + ) -> torch.Tensor: + """ + Get forecasts for the given time series. + + Parameters + ---------- + context : Union[torch.Tensor, List[torch.Tensor]] + Input series. This is either a 1D tensor, or a list + of 1D tensors, or a 2D tensor whose first dimension + is batch. In the latter case, use left-padding with + ``torch.nan`` to align series of different lengths. + prediction_length : Optional[int], optional + Time steps to predict. Defaults to a model-dependent + value if not given. + limit_prediction_length + Force prediction length smaller or equal than the + built-in prediction length from the model. False by + default. When true, fail loudly if longer predictions + are requested, otherwise longer predictions are allowed. + + Returns + ------- + torch.Tensor + Forecasts of shape (batch_size, num_quantiles, prediction_length) + where num_quantiles is the number of quantiles the model has been + trained to output. For official Chronos-Bolt models, the value of + num_quantiles is 9 for [0.1, 0.2, ..., 0.9]-quantiles. + + Raises + ------ + ValueError + When limit_prediction_length is True and the prediction_length is + greater than model's trainig prediction_length. + """ context_tensor = self._prepare_and_validate_context(context=context) model_context_length = self.model.config.chronos_config["context_length"] @@ -482,11 +515,37 @@ def predict_quantiles( quantile_levels: List[float] = [0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9], **predict_kwargs, ) -> Tuple[torch.Tensor, torch.Tensor]: + """ + Get quantile and mean forecasts for given time series. + + Parameters + ---------- + context : Union[torch.Tensor, List[torch.Tensor]] + Input series. This is either a 1D tensor, or a list + of 1D tensors, or a 2D tensor whose first dimension + is batch. In the latter case, use left-padding with + ``torch.nan`` to align series of different lengths. + prediction_length : Optional[int], optional + Time steps to predict. Defaults to a model-dependent + value if not given. + quantile_levels : List[float], optional + Quantile levels to compute, by default [0.1, 0.2, ..., 0.9] + + Returns + ------- + quantiles + Tensor containing quantile forecasts. + Shape: (batch_size, prediction_length, num_quantiles) + mean + Tensor containing mean (point) forecasts. + For official Chronos-Bolt models, the median is returned + as the point forecast. + Shape: (batch_size, prediction_length) + """ # shape (batch_size, prediction_length, len(training_quantile_levels)) predictions = ( self.predict(context, prediction_length=prediction_length, **predict_kwargs) .detach() - .cpu() .swapaxes(1, 2) ) From fcb78fac8abf0b9bd2e31316ef2d0ae887797899 Mon Sep 17 00:00:00 2001 From: Abdul Fatir Ansari Date: Sun, 17 Nov 2024 18:54:51 +0000 Subject: [PATCH 08/31] Add tests for predict_quantiles --- test/test_chronos.py | 62 +++++++++++++++++++++++++++++++++++++-- test/test_chronos_bolt.py | 48 ++++++++++++++++++++++++++++++ 2 files changed, 107 insertions(+), 3 deletions(-) diff --git a/test/test_chronos.py b/test/test_chronos.py index 056d0b1f..b0235c0b 100644 --- a/test/test_chronos.py +++ b/test/test_chronos.py @@ -2,7 +2,7 @@ # SPDX-License-Identifier: Apache-2.0 from pathlib import Path -from typing import Tuple +from typing import Optional, Tuple import pytest import torch @@ -166,10 +166,14 @@ def test_tokenizer_random_data(use_eos_token: bool): assert samples.shape == (2, 10, 4) -def validate_tensor(a: torch.Tensor, shape: Tuple[int, ...], dtype) -> None: +def validate_tensor( + a: torch.Tensor, shape: Tuple[int, ...], dtype: Optional[torch.dtype] = None +) -> None: assert isinstance(a, torch.Tensor) assert a.shape == shape - assert a.dtype == dtype + + if dtype is not None: + assert a.dtype == dtype @pytest.mark.parametrize("model_dtype", [torch.float32, torch.bfloat16]) @@ -239,6 +243,58 @@ def test_pipeline_predict(model_dtype: torch.dtype, input_dtype: torch.dtype): validate_tensor(samples, shape=(1, 7, 65), dtype=input_dtype) +@pytest.mark.parametrize("model_dtype", [torch.float32, torch.bfloat16]) +@pytest.mark.parametrize("prediction_length", [3, 65]) +@pytest.mark.parametrize( + "quantile_levels", [[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9], [0.1, 0.5, 0.9]] +) +def test_pipeline_predict_quantiles( + model_dtype: torch.dtype, + prediction_length: int, + quantile_levels: list[int], +): + pipeline = ChronosPipeline.from_pretrained( + Path(__file__).parent / "dummy-chronos-model", + device_map="cpu", + torch_dtype=model_dtype, + ) + context = 10 * torch.rand(size=(4, 16)) + 10 + + num_expected_quantiles = len(quantile_levels) + # input: tensor of shape (batch_size, context_length) + + quantiles, mean = pipeline.predict_quantiles( + context, + num_samples=12, + prediction_length=prediction_length, + quantile_levels=quantile_levels, + ) + validate_tensor(quantiles, (4, prediction_length, num_expected_quantiles)) + validate_tensor(mean, (4, prediction_length)) + + # input: batch_size-long list of tensors of shape (context_length,) + + quantiles, mean = pipeline.predict_quantiles( + list(context), + num_samples=12, + prediction_length=prediction_length, + quantile_levels=quantile_levels, + ) + validate_tensor(quantiles, (4, prediction_length, num_expected_quantiles)) + validate_tensor(mean, (4, prediction_length)) + + # input: tensor of shape (context_length,) + + quantiles, mean = pipeline.predict_quantiles( + context[0, ...], + num_samples=12, + prediction_length=prediction_length, + quantile_levels=quantile_levels, + ) + validate_tensor(quantiles, (1, prediction_length, num_expected_quantiles)) + validate_tensor(mean, (1, prediction_length)) + + @pytest.mark.parametrize("model_dtype", [torch.float32, torch.bfloat16]) @pytest.mark.parametrize("input_dtype", [torch.float32, torch.bfloat16]) def test_pipeline_embed(model_dtype: torch.dtype, input_dtype: torch.dtype): diff --git a/test/test_chronos_bolt.py b/test/test_chronos_bolt.py index ce1072b4..f9a1cc72 100644 --- a/test/test_chronos_bolt.py +++ b/test/test_chronos_bolt.py @@ -75,6 +75,54 @@ def test_pipeline_predict(torch_dtype: str): validate_tensor(quantiles, (1, expected_num_quantiles, 65)) +@pytest.mark.parametrize("torch_dtype", [torch.float32, torch.bfloat16]) +@pytest.mark.parametrize("prediction_length", [3, 65]) +@pytest.mark.parametrize( + "quantile_levels", [[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9], [0.1, 0.5, 0.9]] +) +def test_pipeline_predict_quantiles( + torch_dtype: str, prediction_length: int, quantile_levels: list[int] +): + # FIXME: Replace with amazon/chronos-bolt-tiny + pipeline = ChronosBoltPipeline.from_pretrained( + "autogluon/chronos-bolt-tiny", + device_map="cpu", + torch_dtype=torch_dtype, + ) + context = 10 * torch.rand(size=(4, 16)) + 10 + + num_expected_quantiles = len(quantile_levels) + # input: tensor of shape (batch_size, context_length) + + quantiles, mean = pipeline.predict_quantiles( + context, + prediction_length=prediction_length, + quantile_levels=quantile_levels, + ) + validate_tensor(quantiles, (4, prediction_length, num_expected_quantiles)) + validate_tensor(mean, (4, prediction_length)) + + # input: batch_size-long list of tensors of shape (context_length,) + + quantiles, mean = pipeline.predict_quantiles( + list(context), + prediction_length=prediction_length, + quantile_levels=quantile_levels, + ) + validate_tensor(quantiles, (4, prediction_length, num_expected_quantiles)) + validate_tensor(mean, (4, prediction_length)) + + # input: tensor of shape (context_length,) + + quantiles, mean = pipeline.predict_quantiles( + context[0, ...], + prediction_length=prediction_length, + quantile_levels=quantile_levels, + ) + validate_tensor(quantiles, (1, prediction_length, num_expected_quantiles)) + validate_tensor(mean, (1, prediction_length)) + + # The following tests have been taken from # https://github.com/autogluon/autogluon/blob/f57beb26cb769c6e0d484a6af2b89eab8aee73a8/timeseries/tests/unittests/models/chronos/pipeline/test_chronos_bolt.py # Author: Caner Turkmen From 711a369d854a8873d55f3d2bf12e90aeae792bab Mon Sep 17 00:00:00 2001 From: Abdul Fatir Ansari Date: Sun, 17 Nov 2024 19:20:16 +0000 Subject: [PATCH 09/31] Use dummy bolt model for tests --- test/dummy-chronos-bolt-model/config.json | 50 ++++++++++++++++++ .../model.safetensors | Bin 0 -> 85408 bytes test/test_chronos_bolt.py | 7 ++- 3 files changed, 53 insertions(+), 4 deletions(-) create mode 100644 test/dummy-chronos-bolt-model/config.json create mode 100644 test/dummy-chronos-bolt-model/model.safetensors diff --git a/test/dummy-chronos-bolt-model/config.json b/test/dummy-chronos-bolt-model/config.json new file mode 100644 index 00000000..96eb29a1 --- /dev/null +++ b/test/dummy-chronos-bolt-model/config.json @@ -0,0 +1,50 @@ +{ + "architectures": [ + "ChronosBoltModelForForecasting" + ], + "chronos_config": { + "context_length": 512, + "input_patch_size": 16, + "input_patch_stride": 16, + "prediction_length": 64, + "quantiles": [ + 0.1, + 0.2, + 0.3, + 0.4, + 0.5, + 0.6, + 0.7, + 0.8, + 0.9 + ], + "use_reg_token": true + }, + "chronos_pipeline_class": "ChronosBoltPipeline", + "classifier_dropout": 0.0, + "d_ff": 8, + "d_kv": 4, + "d_model": 8, + "decoder_start_token_id": 0, + "dense_act_fn": "relu", + "dropout_rate": 0.1, + "eos_token_id": 1, + "feed_forward_proj": "relu", + "initializer_factor": 0.05, + "is_encoder_decoder": true, + "is_gated_act": false, + "layer_norm_epsilon": 1e-06, + "model_type": "t5", + "n_positions": 512, + "num_decoder_layers": 4, + "num_heads": 4, + "num_layers": 4, + "pad_token_id": 0, + "reg_token_id": 1, + "relative_attention_max_distance": 128, + "relative_attention_num_buckets": 32, + "torch_dtype": "float32", + "transformers_version": "4.40.2", + "use_cache": true, + "vocab_size": 2 +} diff --git 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z0K1B+R9Fw><&F+id8Qh$cLLtVK;g9v&8l)3wci0Dc{Y#^odlOnvuPCL%rnKsIGxQP9>KHCJyASQyc`+RJo)`9o^&+A$@1bHtUb@q zBNL{R-$s3$I5-6>_&cKAHidSqlc8(%nz-=Zhv(poNadj(QWH4)G=*o4w#C!N<6&f@ z9*zRf2>f*99ccdS48l3r>02&T-bm0g317a(%;D7kn*F{gPmR0mp~=sJjmpN5&~>40 zCqe%k9geC|ZV2e%y`%u%@pZ9BpqxF7`d1U(Q>7$V4V1pBK-!=_S!EcYUUfP3jLXLK a+)BzeF`=@i-@=JgiGs Date: Sun, 17 Nov 2024 19:26:38 +0000 Subject: [PATCH 10/31] Add versions hints --- pyproject.toml | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index cfaec755..76d82010 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -6,14 +6,14 @@ license = { file = "LICENSE" } dependencies = [ "torch~=2.0", # package was tested on 2.2 "transformers~=4.30", - "accelerate", + "accelerate~=0.32", ] [project.optional-dependencies] test = ["pytest~=8.0", "numpy~=1.21"] typecheck = ["mypy~=1.9"] -training = ["gluonts[pro]", "numpy", "datasets", "typer", "typer-config", "joblib", "scikit-learn", "tensorboard"] -evaluation = ["gluonts[pro]", "datasets", "numpy", "typer"] +training = ["gluonts[pro]~=0.15", "numpy~=1.21", "datasets~=2.18", "typer", "typer-config", "joblib", "scikit-learn", "tensorboard"] +evaluation = ["gluonts[pro]~=0.15", "numpy~=1.21", "datasets~=2.18", "typer"] [tool.mypy] ignore_missing_imports = true From abb3e97ea3b1b03d39c8a9abfc604caa3d966022 Mon Sep 17 00:00:00 2001 From: Abdul Fatir Ansari Date: Sun, 17 Nov 2024 19:34:40 +0000 Subject: [PATCH 11/31] Readme update --- README.md | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 26eee314..14adde69 100644 --- a/README.md +++ b/README.md @@ -12,7 +12,8 @@ ## 🚀 News -- **27 June 2024**: 🚀 [Released datasets](https://huggingface.co/datasets/autogluon/chronos_datasets) used in the paper and an [evaluation script](./scripts/README.md#evaluating-chronos-models) to compute the WQL and MASE scores reported in the paper. +- **25 Nov 2024**: 🚀 Chronos⚡️ (read: Chronos-Bolt) models released [on HuggingFace](https://huggingface.co/collections/amazon/chronos-models-65f1791d630a8d57cb718444). Chronos⚡️ models are more accurate (5% lower error) and 100x faster than the original Chronos models! +- **27 Jun 2024**: 🚀 [Released datasets](https://huggingface.co/datasets/autogluon/chronos_datasets) used in the paper and an [evaluation script](./scripts/README.md#evaluating-chronos-models) to compute the WQL and MASE scores reported in the paper. - **17 May 2024**: 🐛 Fixed an off-by-one error in bin indices in the `output_transform`. This simple fix significantly improves the overall performance of Chronos. We will update the results in the next revision on ArXiv. - **10 May 2024**: 🚀 We added the code for pretraining and fine-tuning Chronos models. You can find it in [this folder](./scripts/training). We also added [a script](./scripts/kernel-synth.py) for generating synthetic time series data from Gaussian processes (KernelSynth; see Section 4.2 in the paper for details). Check out the [usage examples](./scripts/). - **19 Apr 2024**: 🚀 Chronos is now supported on [AutoGluon-TimeSeries](https://auto.gluon.ai/stable/tutorials/timeseries/index.html), the powerful AutoML package for time series forecasting which enables model ensembles, cloud deployments, and much more. Get started with the [tutorial](https://auto.gluon.ai/stable/tutorials/timeseries/forecasting-chronos.html). @@ -47,6 +48,10 @@ The models in this repository are based on the [T5 architecture](https://arxiv.o | [**chronos-t5-small**](https://huggingface.co/amazon/chronos-t5-small) | 46M | [t5-efficient-small](https://huggingface.co/google/t5-efficient-small) | | [**chronos-t5-base**](https://huggingface.co/amazon/chronos-t5-base) | 200M | [t5-efficient-base](https://huggingface.co/google/t5-efficient-base) | | [**chronos-t5-large**](https://huggingface.co/amazon/chronos-t5-large) | 710M | [t5-efficient-large](https://huggingface.co/google/t5-efficient-large) | +| [**chronos-bolt-tiny**](https://huggingface.co/amazon/chronos-bolt-tiny) | 9M | [t5-efficient-tiny](https://huggingface.co/google/t5-efficient-tiny) | +| [**chronos-bolt-mini**](https://huggingface.co/amazon/chronos-bolt-mini) | 21M | [t5-efficient-mini](https://huggingface.co/google/t5-efficient-mini) | +| [**chronos-bolt-small**](https://huggingface.co/amazon/chronos-bolt-small) | 48M | [t5-efficient-small](https://huggingface.co/google/t5-efficient-small) | +| [**chronos-bolt-base**](https://huggingface.co/amazon/chronos-bolt-base) | 205M | [t5-efficient-base](https://huggingface.co/google/t5-efficient-base) | From d4c48bc53b260318484b33133715e53d5dee71eb Mon Sep 17 00:00:00 2001 From: Abdul Fatir Ansari Date: Sun, 17 Nov 2024 19:46:30 +0000 Subject: [PATCH 12/31] Update readme --- README.md | 32 +++++++++++++++++++------------- 1 file changed, 19 insertions(+), 13 deletions(-) diff --git a/README.md b/README.md index 14adde69..f2cc1600 100644 --- a/README.md +++ b/README.md @@ -57,19 +57,19 @@ The models in this repository are based on the [T5 architecture](https://arxiv.o ### Zero-Shot Results -The following figure showcases the remarkable **zero-shot** performance of Chronos models on 27 datasets against local models, task-specific models and other pretrained models. For details on the evaluation setup and other results, please refer to [the paper](https://arxiv.org/abs/2403.07815). +The following figure showcases the remarkable **zero-shot** performance of Chronos and Chronos⚡️ models on 27 datasets against local models, task-specific models and other pretrained models. For details on the evaluation setup and other results, please refer to [the paper](https://arxiv.org/abs/2403.07815).


- Fig. 2: Performance of different models on Benchmark II, comprising 27 datasets not seen by Chronos models during training. This benchmark provides insights into the zero-shot performance of Chronos models against local statistical models, which fit parameters individually for each time series, task-specific models trained on each task, and pretrained models trained on a large corpus of time series. Pretrained Models (Other) indicates that some (or all) of the datasets in Benchmark II may have been in the training corpus of these models. The probabilistic (WQL) and point (MASE) forecasting metrics were normalized using the scores of the Seasonal Naive baseline and aggregated through a geometric mean to obtain the Agg. Relative WQL and MASE, respectively. + Fig. 2: Performance of different models on Benchmark II, comprising 27 datasets not seen by Chronos and Chronos⚡️ models during training. This benchmark provides insights into the zero-shot performance of Chronos and Chronos⚡️ models against local statistical models, which fit parameters individually for each time series, task-specific models trained on each task, and pretrained models trained on a large corpus of time series. Pretrained Models (Other) indicates that some (or all) of the datasets in Benchmark II may have been in the training corpus of these models. The probabilistic (WQL) and point (MASE) forecasting metrics were normalized using the scores of the Seasonal Naive baseline and aggregated through a geometric mean to obtain the Agg. Relative WQL and MASE, respectively.

## 📈 Usage -To perform inference with Chronos models, install this package by running: +To perform inference with Chronos or Chronos⚡️ models, install this package by running: ``` pip install git+https://github.com/amazon-science/chronos-forecasting.git @@ -79,35 +79,41 @@ pip install git+https://github.com/amazon-science/chronos-forecasting.git ### Forecasting -A minimal example showing how to perform forecasting using Chronos models: +A minimal example showing how to perform forecasting using Chronos and Chronos⚡️ models: ```python import pandas as pd # requires: pip install pandas import torch -from chronos import ChronosPipeline +from chronos import BaseChronosPipeline -pipeline = ChronosPipeline.from_pretrained( - "amazon/chronos-t5-small", +pipeline = BaseChronosPipeline.from_pretrained( + "amazon/chronos-t5-small", # use "amazon/chronos-bolt-small" for the corresponding Chronos⚡️ model device_map="cuda", # use "cpu" for CPU inference and "mps" for Apple Silicon torch_dtype=torch.bfloat16, ) -df = pd.read_csv("https://raw.githubusercontent.com/AileenNielsen/TimeSeriesAnalysisWithPython/master/data/AirPassengers.csv") +df = pd.read_csv( + "https://raw.githubusercontent.com/AileenNielsen/TimeSeriesAnalysisWithPython/master/data/AirPassengers.csv" +) # context must be either a 1D tensor, a list of 1D tensors, # or a left-padded 2D tensor with batch as the first dimension -# forecast shape: [num_series, num_samples, prediction_length] +# The original Chronos models generate forecast samples, so forecast has shape +# [num_series, num_samples, prediction_length]. +# Chronos⚡️ models generate quantile forecasts, so forecast has shape +# [num_series, num_quantiles, prediction_length]. forecast = pipeline.predict( - context=torch.tensor(df["#Passengers"]), - prediction_length=12, - num_samples=20, + context=torch.tensor(df["#Passengers"]), prediction_length=12 ) ``` More options for `pipeline.predict` can be found with: ```python -print(ChronosPipeline.predict.__doc__) +from chronos import ChronosPipeline, ChronosBoltPipeline + +print(ChronosPipeline.predict.__doc__) # for Chronos models +print(ChronosBoltPipeline.predict.__doc__) # for Chronos⚡️ models ``` We can now visualize the forecast: From 696a5a0d3f953a10b8b3311293dc604b813a8e85 Mon Sep 17 00:00:00 2001 From: Abdul Fatir Ansari Date: Sun, 17 Nov 2024 19:55:47 +0000 Subject: [PATCH 13/31] Update AutoGluon tip --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index f2cc1600..b52fcf92 100644 --- a/README.md +++ b/README.md @@ -75,7 +75,7 @@ To perform inference with Chronos or Chronos⚡️ models, install this package pip install git+https://github.com/amazon-science/chronos-forecasting.git ``` > [!TIP] -> The recommended way of using Chronos for production use cases is through [AutoGluon](https://auto.gluon.ai), which features ensembling with other statistical and machine learning models for time series forecasting as well as seamless deployments on AWS with SageMaker 🧠. Check out the AutoGluon Chronos [tutorial](https://auto.gluon.ai/stable/tutorials/timeseries/forecasting-chronos.html). +> This repository is intended for research purposes and provides the minimal inference code for Chronos models. The recommended way of using Chronos for production use cases is through [AutoGluon](https://auto.gluon.ai), which features effortless fine-tuning, ensembling with other statistical and machine learning models for time series forecasting as well as seamless deployments on AWS with SageMaker 🧠. Check out the AutoGluon Chronos [tutorial](https://auto.gluon.ai/stable/tutorials/timeseries/forecasting-chronos.html). ### Forecasting From daede64f7777aa9ab33b47226bf0b89d20a3aab3 Mon Sep 17 00:00:00 2001 From: Abdul Fatir Ansari Date: Sun, 17 Nov 2024 20:00:05 +0000 Subject: [PATCH 14/31] fix readme --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index b52fcf92..15215510 100644 --- a/README.md +++ b/README.md @@ -75,7 +75,7 @@ To perform inference with Chronos or Chronos⚡️ models, install this package pip install git+https://github.com/amazon-science/chronos-forecasting.git ``` > [!TIP] -> This repository is intended for research purposes and provides the minimal inference code for Chronos models. The recommended way of using Chronos for production use cases is through [AutoGluon](https://auto.gluon.ai), which features effortless fine-tuning, ensembling with other statistical and machine learning models for time series forecasting as well as seamless deployments on AWS with SageMaker 🧠. Check out the AutoGluon Chronos [tutorial](https://auto.gluon.ai/stable/tutorials/timeseries/forecasting-chronos.html). +> This repository is intended for research purposes and provides the minimal interface to Chronos models. The recommended way of using Chronos for production use cases is through [AutoGluon](https://auto.gluon.ai), which features effortless fine-tuning, ensembling with other statistical and machine learning models for time series forecasting as well as seamless deployments on AWS with SageMaker 🧠. Check out the AutoGluon Chronos [tutorial](https://auto.gluon.ai/stable/tutorials/timeseries/forecasting-chronos.html). ### Forecasting From e512f89a1dd4bd9020de97f727610efcdb370d73 Mon Sep 17 00:00:00 2001 From: Abdul Fatir Ansari Date: Sun, 17 Nov 2024 20:00:31 +0000 Subject: [PATCH 15/31] fix --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 15215510..1503bdc9 100644 --- a/README.md +++ b/README.md @@ -75,7 +75,7 @@ To perform inference with Chronos or Chronos⚡️ models, install this package pip install git+https://github.com/amazon-science/chronos-forecasting.git ``` > [!TIP] -> This repository is intended for research purposes and provides the minimal interface to Chronos models. The recommended way of using Chronos for production use cases is through [AutoGluon](https://auto.gluon.ai), which features effortless fine-tuning, ensembling with other statistical and machine learning models for time series forecasting as well as seamless deployments on AWS with SageMaker 🧠. Check out the AutoGluon Chronos [tutorial](https://auto.gluon.ai/stable/tutorials/timeseries/forecasting-chronos.html). +> This repository is intended for research purposes and provides a minimal interface to Chronos models. The recommended way of using Chronos for production use cases is through [AutoGluon](https://auto.gluon.ai), which features effortless fine-tuning, ensembling with other statistical and machine learning models for time series forecasting as well as seamless deployments on AWS with SageMaker 🧠. Check out the AutoGluon Chronos [tutorial](https://auto.gluon.ai/stable/tutorials/timeseries/forecasting-chronos.html). ### Forecasting From 3af9465c729fd0b6f88b3ca90905ca522a722783 Mon Sep 17 00:00:00 2001 From: Abdul Fatir Ansari Date: Sun, 17 Nov 2024 22:36:39 +0000 Subject: [PATCH 16/31] Add authors --- src/chronos/chronos.py | 2 ++ src/chronos/chronos_bolt.py | 1 + 2 files changed, 3 insertions(+) diff --git a/src/chronos/chronos.py b/src/chronos/chronos.py index f65392f1..340c1f88 100644 --- a/src/chronos/chronos.py +++ b/src/chronos/chronos.py @@ -1,6 +1,8 @@ # Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. # SPDX-License-Identifier: Apache-2.0 +# Authors: Abdul Fatir Ansari , Lorenzo Stella , Caner Turkmen + import logging from dataclasses import dataclass from typing import Any, Dict, List, Literal, Optional, Tuple, Union diff --git a/src/chronos/chronos_bolt.py b/src/chronos/chronos_bolt.py index e117029b..94bddd0f 100644 --- a/src/chronos/chronos_bolt.py +++ b/src/chronos/chronos_bolt.py @@ -1,6 +1,7 @@ # Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. # SPDX-License-Identifier: Apache-2.0 +# Authors: Abdul Fatir Ansari , Caner Turkmen , Lorenzo Stella import copy import logging From 0ab003267cfee4697385eabb16d5ee2467c3430c Mon Sep 17 00:00:00 2001 From: Abdul Fatir Ansari Date: Mon, 18 Nov 2024 10:54:46 +0000 Subject: [PATCH 17/31] Fix docstrings --- src/chronos/base.py | 10 ++++------ src/chronos/chronos.py | 39 ++++++------------------------------- src/chronos/chronos_bolt.py | 39 ++++--------------------------------- 3 files changed, 14 insertions(+), 74 deletions(-) diff --git a/src/chronos/base.py b/src/chronos/base.py index 69faabdc..e3d82373 100644 --- a/src/chronos/base.py +++ b/src/chronos/base.py @@ -97,16 +97,16 @@ def predict_quantiles( Parameters ---------- - context + context : Union[torch.Tensor, List[torch.Tensor]] Input series. This is either a 1D tensor, or a list of 1D tensors, or a 2D tensor whose first dimension is batch. In the latter case, use left-padding with ``torch.nan`` to align series of different lengths. - prediction_length + prediction_length : Optional[int], optional Time steps to predict. Defaults to a model-dependent value if not given. - quantile_levels: List[float] - Quantile levels to compute + quantile_levels : List[float], optional + Quantile levels to compute, by default [0.1, 0.2, ..., 0.9] Returns ------- @@ -130,8 +130,6 @@ def from_pretrained( Load the model, either from a local path or from the HuggingFace Hub. Supports the same arguments as ``AutoConfig`` and ``AutoModel`` from ``transformers``. - - When a local path is provided, supports both a folder or a .tar.gz archive. """ from transformers import AutoConfig diff --git a/src/chronos/chronos.py b/src/chronos/chronos.py index 340c1f88..9bbc422c 100644 --- a/src/chronos/chronos.py +++ b/src/chronos/chronos.py @@ -456,16 +456,11 @@ def predict( # type: ignore[override] """ Get forecasts for the given time series. - Parameters - ---------- - context - Input series. This is either a 1D tensor, or a list - of 1D tensors, or a 2D tensor whose first dimension - is batch. In the latter case, use left-padding with - ``torch.nan`` to align series of different lengths. - prediction_length - Time steps to predict. Defaults to what specified - in ``self.model.config``. + Refer to the base method (``BaseChronosPipeline.predict``) + for details on shared parameters. + + Additional Parameters: + ---------------------- num_samples Number of sample paths to predict. Defaults to what specified in ``self.model.config``. @@ -548,29 +543,7 @@ def predict_quantiles( **predict_kwargs, ) -> Tuple[torch.Tensor, torch.Tensor]: """ - Get quantile and mean forecasts for given time series. - - Parameters - ---------- - context : Union[torch.Tensor, List[torch.Tensor]] - Input series. This is either a 1D tensor, or a list - of 1D tensors, or a 2D tensor whose first dimension - is batch. In the latter case, use left-padding with - ``torch.nan`` to align series of different lengths. - prediction_length : Optional[int], optional - Time steps to predict. Defaults to a model-dependent - value if not given. - quantile_levels : List[float], optional - Quantile levels to compute, by default [0.1, 0.2, ..., 0.9] - - Returns - ------- - quantiles - Tensor containing quantile forecasts. - Shape: (batch_size, prediction_length, num_quantiles) - mean - Tensor containing mean (point) forecasts. - Shape: (batch_size, prediction_length) + Refer to the base method (``BaseChronosPipeline.predict_quantiles``). """ prediction_samples = ( self.predict(context, prediction_length=prediction_length, **predict_kwargs) diff --git a/src/chronos/chronos_bolt.py b/src/chronos/chronos_bolt.py index 94bddd0f..50d70b79 100644 --- a/src/chronos/chronos_bolt.py +++ b/src/chronos/chronos_bolt.py @@ -429,16 +429,9 @@ def predict( # type: ignore[override] """ Get forecasts for the given time series. - Parameters - ---------- - context : Union[torch.Tensor, List[torch.Tensor]] - Input series. This is either a 1D tensor, or a list - of 1D tensors, or a 2D tensor whose first dimension - is batch. In the latter case, use left-padding with - ``torch.nan`` to align series of different lengths. - prediction_length : Optional[int], optional - Time steps to predict. Defaults to a model-dependent - value if not given. + Refer to the base method (``BaseChronosPipeline.predict``) + for details on shared parameters. + limit_prediction_length Force prediction length smaller or equal than the built-in prediction length from the model. False by @@ -517,31 +510,7 @@ def predict_quantiles( **predict_kwargs, ) -> Tuple[torch.Tensor, torch.Tensor]: """ - Get quantile and mean forecasts for given time series. - - Parameters - ---------- - context : Union[torch.Tensor, List[torch.Tensor]] - Input series. This is either a 1D tensor, or a list - of 1D tensors, or a 2D tensor whose first dimension - is batch. In the latter case, use left-padding with - ``torch.nan`` to align series of different lengths. - prediction_length : Optional[int], optional - Time steps to predict. Defaults to a model-dependent - value if not given. - quantile_levels : List[float], optional - Quantile levels to compute, by default [0.1, 0.2, ..., 0.9] - - Returns - ------- - quantiles - Tensor containing quantile forecasts. - Shape: (batch_size, prediction_length, num_quantiles) - mean - Tensor containing mean (point) forecasts. - For official Chronos-Bolt models, the median is returned - as the point forecast. - Shape: (batch_size, prediction_length) + Refer to the base method (``BaseChronosPipeline.predict_quantiles``). """ # shape (batch_size, prediction_length, len(training_quantile_levels)) predictions = ( From 67358b2317dd76e83e3f8d67cfe34f95962cdeed Mon Sep 17 00:00:00 2001 From: Abdul Fatir Ansari Date: Mon, 18 Nov 2024 13:37:55 +0000 Subject: [PATCH 18/31] Add metrics csvs --- scripts/evaluation/agg-relative-score.py | 60 +++++++++++++++++++ .../chronos-bolt-base-agg-rel-scores.csv | 5 ++ .../results/chronos-bolt-base-in-domain.csv | 16 +++++ .../results/chronos-bolt-base-zero-shot.csv | 28 +++++++++ .../chronos-bolt-mini-agg-rel-scores.csv | 5 ++ .../results/chronos-bolt-mini-in-domain.csv | 16 +++++ .../results/chronos-bolt-mini-zero-shot.csv | 28 +++++++++ .../chronos-bolt-small-agg-rel-scores.csv | 5 ++ .../results/chronos-bolt-small-in-domain.csv | 16 +++++ .../results/chronos-bolt-small-zero-shot.csv | 28 +++++++++ .../chronos-bolt-tiny-agg-rel-scores.csv | 5 ++ .../results/chronos-bolt-tiny-in-domain.csv | 16 +++++ .../results/chronos-bolt-tiny-zero-shot.csv | 28 +++++++++ .../chronos-t5-base-agg-rel-scores.csv | 5 ++ .../results/chronos-t5-base-in-domain.csv | 16 +++++ .../results/chronos-t5-base-zero-shot.csv | 28 +++++++++ .../chronos-t5-large-agg-rel-scores.csv | 5 ++ .../results/chronos-t5-large-in-domain.csv | 16 +++++ .../results/chronos-t5-large-zero-shot.csv | 28 +++++++++ .../chronos-t5-mini-agg-rel-scores.csv | 5 ++ .../results/chronos-t5-mini-in-domain.csv | 16 +++++ .../results/chronos-t5-mini-zero-shot.csv | 28 +++++++++ .../chronos-t5-small-agg-rel-scores.csv | 5 ++ .../results/chronos-t5-small-in-domain.csv | 16 +++++ .../results/chronos-t5-small-zero-shot.csv | 28 +++++++++ .../chronos-t5-tiny-agg-rel-scores.csv | 5 ++ .../results/chronos-t5-tiny-in-domain.csv | 16 +++++ .../results/chronos-t5-tiny-zero-shot.csv | 28 +++++++++ 28 files changed, 501 insertions(+) create mode 100644 scripts/evaluation/agg-relative-score.py create mode 100644 scripts/evaluation/results/chronos-bolt-base-agg-rel-scores.csv create mode 100644 scripts/evaluation/results/chronos-bolt-base-in-domain.csv create mode 100644 scripts/evaluation/results/chronos-bolt-base-zero-shot.csv create mode 100644 scripts/evaluation/results/chronos-bolt-mini-agg-rel-scores.csv create mode 100644 scripts/evaluation/results/chronos-bolt-mini-in-domain.csv create mode 100644 scripts/evaluation/results/chronos-bolt-mini-zero-shot.csv create mode 100644 scripts/evaluation/results/chronos-bolt-small-agg-rel-scores.csv create mode 100644 scripts/evaluation/results/chronos-bolt-small-in-domain.csv create mode 100644 scripts/evaluation/results/chronos-bolt-small-zero-shot.csv create mode 100644 scripts/evaluation/results/chronos-bolt-tiny-agg-rel-scores.csv create mode 100644 scripts/evaluation/results/chronos-bolt-tiny-in-domain.csv create mode 100644 scripts/evaluation/results/chronos-bolt-tiny-zero-shot.csv create mode 100644 scripts/evaluation/results/chronos-t5-base-agg-rel-scores.csv create mode 100644 scripts/evaluation/results/chronos-t5-base-in-domain.csv create mode 100644 scripts/evaluation/results/chronos-t5-base-zero-shot.csv create mode 100644 scripts/evaluation/results/chronos-t5-large-agg-rel-scores.csv create mode 100644 scripts/evaluation/results/chronos-t5-large-in-domain.csv create mode 100644 scripts/evaluation/results/chronos-t5-large-zero-shot.csv create mode 100644 scripts/evaluation/results/chronos-t5-mini-agg-rel-scores.csv create mode 100644 scripts/evaluation/results/chronos-t5-mini-in-domain.csv create mode 100644 scripts/evaluation/results/chronos-t5-mini-zero-shot.csv create mode 100644 scripts/evaluation/results/chronos-t5-small-agg-rel-scores.csv create mode 100644 scripts/evaluation/results/chronos-t5-small-in-domain.csv create mode 100644 scripts/evaluation/results/chronos-t5-small-zero-shot.csv create mode 100644 scripts/evaluation/results/chronos-t5-tiny-agg-rel-scores.csv create mode 100644 scripts/evaluation/results/chronos-t5-tiny-in-domain.csv create mode 100644 scripts/evaluation/results/chronos-t5-tiny-zero-shot.csv diff --git a/scripts/evaluation/agg-relative-score.py b/scripts/evaluation/agg-relative-score.py new file mode 100644 index 00000000..0a308e7d --- /dev/null +++ b/scripts/evaluation/agg-relative-score.py @@ -0,0 +1,60 @@ +import pandas as pd +import typer +from scipy.stats import gmean +from pathlib import Path + +app = typer.Typer(pretty_exceptions_enable=False) +DEFAULT_RESULTS_DIR = Path(__file__).parent / "results" + + +def agg_relative_score(model_csv: Path, baseline_csv: Path): + model_df = pd.read_csv(model_csv).set_index("dataset") + baseline_df = pd.read_csv(baseline_csv).set_index("dataset") + relative_score = model_df.drop("model", axis="columns") / baseline_df.drop( + "model", axis="columns" + ) + return relative_score.agg(gmean) + + +@app.command() +def main( + model_name: str, + baseline_name: str = "seasonal-naive", + results_dir: Path = DEFAULT_RESULTS_DIR, +): + """ + Compute the aggregated relative score as reported in the Chronos paper. + Results will be saved to {results_dir}/{model_name}-agg-rel-scores.csv + + Parameters + ---------- + model_name : str + Name of the model used in the CSV files. The in-domain and zero-shot CSVs + are expected to be named {model_name}-in-domain.csv and {model_name}-zero-shot.csv. + results_dir : Path, optional, default = results/ + Directory where results CSVs generated by evaluate.py are stored + """ + + in_domain_agg_score_df = agg_relative_score( + results_dir / f"{model_name}-in-domain.csv", + results_dir / f"{baseline_name}-in-domain.csv", + ) + in_domain_agg_score_df.name = "value" + in_domain_agg_score_df.index.name = "metric" + + zero_shot_agg_score_df = agg_relative_score( + results_dir / f"{model_name}-zero-shot.csv", + results_dir / f"{baseline_name}-zero-shot.csv", + ) + zero_shot_agg_score_df.name = "value" + zero_shot_agg_score_df.index.name = "metric" + + agg_score_df = pd.concat( + {"in-domain": in_domain_agg_score_df, "zero-shot": zero_shot_agg_score_df}, + names=["benchmark"], + ) + agg_score_df.to_csv(f"{results_dir}/{model_name}-agg-rel-scores.csv") + + +if __name__ == "__main__": + app() diff --git a/scripts/evaluation/results/chronos-bolt-base-agg-rel-scores.csv b/scripts/evaluation/results/chronos-bolt-base-agg-rel-scores.csv new file mode 100644 index 00000000..39121507 --- /dev/null +++ b/scripts/evaluation/results/chronos-bolt-base-agg-rel-scores.csv @@ -0,0 +1,5 @@ +benchmark,metric,value +in-domain,MASE,0.6800133628315155 +in-domain,WQL,0.5339263811489279 +zero-shot,MASE,0.7914551113353537 +zero-shot,WQL,0.6241424984163773 diff --git a/scripts/evaluation/results/chronos-bolt-base-in-domain.csv b/scripts/evaluation/results/chronos-bolt-base-in-domain.csv new file mode 100644 index 00000000..969acc67 --- /dev/null +++ b/scripts/evaluation/results/chronos-bolt-base-in-domain.csv @@ -0,0 +1,16 @@ +dataset,model,MASE,WQL +electricity_15min,autogluon/chronos-bolt-base,0.41069374835605243,0.0703533790998506 +m4_daily,autogluon/chronos-bolt-base,3.205192517121196,0.02110308498174413 +m4_hourly,autogluon/chronos-bolt-base,0.8350129849014075,0.025353803894164 +m4_monthly,autogluon/chronos-bolt-base,0.9491758928362231,0.09382496106659234 +m4_weekly,autogluon/chronos-bolt-base,2.0847827409162742,0.03816605075768161 +monash_electricity_hourly,autogluon/chronos-bolt-base,1.254966217685461,0.09442192616975713 +monash_electricity_weekly,autogluon/chronos-bolt-base,1.8391546050108039,0.06410971963960499 +monash_kdd_cup_2018,autogluon/chronos-bolt-base,0.6405985809360102,0.2509172188706336 +monash_london_smart_meters,autogluon/chronos-bolt-base,0.701398572604996,0.3218915088923906 +monash_pedestrian_counts,autogluon/chronos-bolt-base,0.2646412642278343,0.18789459806066328 +monash_rideshare,autogluon/chronos-bolt-base,0.7695376426829713,0.11637119433040358 +monash_temperature_rain,autogluon/chronos-bolt-base,0.8983612698773724,0.6050555216496304 +taxi_30min,autogluon/chronos-bolt-base,0.7688908266765317,0.2363178601205094 +uber_tlc_daily,autogluon/chronos-bolt-base,0.8231767493519677,0.0926036406916842 +uber_tlc_hourly,autogluon/chronos-bolt-base,0.6632193728217927,0.14987786887626975 diff --git a/scripts/evaluation/results/chronos-bolt-base-zero-shot.csv b/scripts/evaluation/results/chronos-bolt-base-zero-shot.csv new file mode 100644 index 00000000..479c1ba8 --- /dev/null +++ b/scripts/evaluation/results/chronos-bolt-base-zero-shot.csv @@ -0,0 +1,28 @@ +dataset,model,MASE,WQL +ETTh,autogluon/chronos-bolt-base,0.7479154031956647,0.07062173821055001 +ETTm,autogluon/chronos-bolt-base,0.6334357237512225,0.052261607745858835 +dominick,autogluon/chronos-bolt-base,0.8560272479913918,0.3453573743726445 +ercot,autogluon/chronos-bolt-base,0.6933217425507392,0.02142183038021456 +exchange_rate,autogluon/chronos-bolt-base,1.7095176257412634,0.01200682136751536 +m4_quarterly,autogluon/chronos-bolt-base,1.2244670010522907,0.0771066518089854 +m4_yearly,autogluon/chronos-bolt-base,3.513752058541554,0.12142798053483984 +m5,autogluon/chronos-bolt-base,0.9152230096463854,0.561999688057527 +monash_australian_electricity,autogluon/chronos-bolt-base,0.7403239930185613,0.03584034231329335 +monash_car_parts,autogluon/chronos-bolt-base,0.8550263912438314,0.9945122291263591 +monash_cif_2016,autogluon/chronos-bolt-base,0.9988541862779904,0.016456104842296485 +monash_covid_deaths,autogluon/chronos-bolt-base,38.901749109066415,0.047410971217640714 +monash_fred_md,autogluon/chronos-bolt-base,0.6468787708795645,0.04185083716355386 +monash_hospital,autogluon/chronos-bolt-base,0.6883138394434054,0.057032869931903894 +monash_m1_monthly,autogluon/chronos-bolt-base,1.0997677446267855,0.1392311148066238 +monash_m1_quarterly,autogluon/chronos-bolt-base,1.7737851980875563,0.1007118219350403 +monash_m1_yearly,autogluon/chronos-bolt-base,4.404672537832342,0.1504617654430952 +monash_m3_monthly,autogluon/chronos-bolt-base,0.8510696834878182,0.09269673913736748 +monash_m3_quarterly,autogluon/chronos-bolt-base,1.2890908822598466,0.07615133571216029 +monash_m3_yearly,autogluon/chronos-bolt-base,2.9067097980770082,0.12934285625258413 +monash_nn5_weekly,autogluon/chronos-bolt-base,0.9158766337957451,0.08352114810139548 +monash_tourism_monthly,autogluon/chronos-bolt-base,1.5283388458731357,0.09026425492612797 +monash_tourism_quarterly,autogluon/chronos-bolt-base,1.756127005530011,0.06448060953595125 +monash_tourism_yearly,autogluon/chronos-bolt-base,3.691545772463519,0.16548820700844424 +monash_traffic,autogluon/chronos-bolt-base,0.7843310867739336,0.23148632068725078 +monash_weather,autogluon/chronos-bolt-base,0.8115247139672316,0.13350830777170594 +nn5,autogluon/chronos-bolt-base,0.5764084996361287,0.1500519584148468 diff --git a/scripts/evaluation/results/chronos-bolt-mini-agg-rel-scores.csv b/scripts/evaluation/results/chronos-bolt-mini-agg-rel-scores.csv new file mode 100644 index 00000000..9fba001e --- /dev/null +++ b/scripts/evaluation/results/chronos-bolt-mini-agg-rel-scores.csv @@ -0,0 +1,5 @@ +benchmark,metric,value +in-domain,MASE,0.7268373301543752 +in-domain,WQL,0.565140251955324 +zero-shot,MASE,0.8221798917822493 +zero-shot,WQL,0.6441645845380903 diff --git a/scripts/evaluation/results/chronos-bolt-mini-in-domain.csv b/scripts/evaluation/results/chronos-bolt-mini-in-domain.csv new file mode 100644 index 00000000..83eae8d9 --- /dev/null +++ b/scripts/evaluation/results/chronos-bolt-mini-in-domain.csv @@ -0,0 +1,16 @@ +dataset,model,MASE,WQL +electricity_15min,autogluon/chronos-bolt-mini,0.44185193304080733,0.0731477927531107 +m4_daily,autogluon/chronos-bolt-mini,3.1342608828747456,0.0206872246743766 +m4_hourly,autogluon/chronos-bolt-mini,0.9218285923038745,0.024383114886067574 +m4_monthly,autogluon/chronos-bolt-mini,0.9628339921394529,0.09502498697494888 +m4_weekly,autogluon/chronos-bolt-mini,2.2330452369879255,0.039393515325238534 +monash_electricity_hourly,autogluon/chronos-bolt-mini,1.6195944363428718,0.11468972600782207 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b/scripts/evaluation/results/chronos-bolt-mini-zero-shot.csv @@ -0,0 +1,28 @@ +dataset,model,MASE,WQL +ETTh,autogluon/chronos-bolt-mini,0.8057126710113404,0.07740387596411452 +ETTm,autogluon/chronos-bolt-mini,0.6100793941108849,0.05129333450944573 +dominick,autogluon/chronos-bolt-mini,0.8664152477208024,0.3499696999160997 +ercot,autogluon/chronos-bolt-mini,0.6871250728215426,0.02448804863744021 +exchange_rate,autogluon/chronos-bolt-mini,1.3520551553333662,0.00934663373172766 +m4_quarterly,autogluon/chronos-bolt-mini,1.2569644266281508,0.07833787023275976 +m4_yearly,autogluon/chronos-bolt-mini,3.7611003052413796,0.12931927951165456 +m5,autogluon/chronos-bolt-mini,0.9188876472137485,0.5661303206519673 +monash_australian_electricity,autogluon/chronos-bolt-mini,0.8823559450287066,0.04493688824488474 +monash_car_parts,autogluon/chronos-bolt-mini,0.8604081423647779,1.0041876404811494 +monash_cif_2016,autogluon/chronos-bolt-mini,1.0762361363763873,0.017641893717784202 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b/scripts/evaluation/results/chronos-bolt-small-in-domain.csv new file mode 100644 index 00000000..4608e460 --- /dev/null +++ b/scripts/evaluation/results/chronos-bolt-small-in-domain.csv @@ -0,0 +1,16 @@ +dataset,model,MASE,WQL +electricity_15min,autogluon/chronos-bolt-small,0.44920089250026723,0.08115291306964295 +m4_daily,autogluon/chronos-bolt-small,3.201966619014735,0.02143368277732494 +m4_hourly,autogluon/chronos-bolt-small,0.8686298207618999,0.020368729287465817 +m4_monthly,autogluon/chronos-bolt-small,0.9537717737278778,0.0939247807527992 +m4_weekly,autogluon/chronos-bolt-small,2.1236755094789177,0.03785184715517262 +monash_electricity_hourly,autogluon/chronos-bolt-small,1.3728906161330452,0.09452411472431674 +monash_electricity_weekly,autogluon/chronos-bolt-small,1.8703239487242378,0.06648479071326366 +monash_kdd_cup_2018,autogluon/chronos-bolt-small,0.6458631909979771,0.25148489931571666 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+nn5,autogluon/chronos-bolt-tiny,0.7228248498869763,0.1816913098894226 diff --git a/scripts/evaluation/results/chronos-t5-base-agg-rel-scores.csv b/scripts/evaluation/results/chronos-t5-base-agg-rel-scores.csv new file mode 100644 index 00000000..56492d39 --- /dev/null +++ b/scripts/evaluation/results/chronos-t5-base-agg-rel-scores.csv @@ -0,0 +1,5 @@ +benchmark,metric,value +in-domain,MASE,0.7007558507277635 +in-domain,WQL,0.5786300105297922 +zero-shot,MASE,0.8155209321160994 +zero-shot,WQL,0.6424634919486323 diff --git a/scripts/evaluation/results/chronos-t5-base-in-domain.csv b/scripts/evaluation/results/chronos-t5-base-in-domain.csv new file mode 100644 index 00000000..7925271e --- /dev/null +++ b/scripts/evaluation/results/chronos-t5-base-in-domain.csv @@ -0,0 +1,16 @@ +dataset,model,MASE,WQL +electricity_15min,amazon/chronos-t5-base,0.39879754957261204,0.07738953262286181 +m4_daily,amazon/chronos-t5-base,3.160575865614404,0.02194256368254537 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+monash_hospital,amazon/chronos-t5-small,0.709814741753487,0.05704674270057172 +monash_m1_monthly,amazon/chronos-t5-small,1.1723041163998773,0.13799049510465802 +monash_m1_quarterly,amazon/chronos-t5-small,1.8077827825737092,0.11323432989795904 +monash_m1_yearly,amazon/chronos-t5-small,4.739967673537301,0.1730738338876877 +monash_m3_monthly,amazon/chronos-t5-small,0.8856577322724943,0.09985251429658573 +monash_m3_quarterly,amazon/chronos-t5-small,1.278907982396775,0.08094041554590593 +monash_m3_yearly,amazon/chronos-t5-small,3.382470310192457,0.157363937435307 +monash_nn5_weekly,amazon/chronos-t5-small,0.9277396908126303,0.08963913763368506 +monash_tourism_monthly,amazon/chronos-t5-small,1.9251180766131313,0.10943962474253494 +monash_tourism_quarterly,amazon/chronos-t5-small,1.7623454951333655,0.06862432764377493 +monash_tourism_yearly,amazon/chronos-t5-small,3.987690476709746,0.19960492460202509 +monash_traffic,amazon/chronos-t5-small,0.8204223927835267,0.2571189517024486 +monash_weather,amazon/chronos-t5-small,0.8550633590487968,0.1479701971025123 +nn5,amazon/chronos-t5-small,0.6130789183153671,0.16771392719859998 diff --git a/scripts/evaluation/results/chronos-t5-tiny-agg-rel-scores.csv b/scripts/evaluation/results/chronos-t5-tiny-agg-rel-scores.csv new file mode 100644 index 00000000..440cc39d --- /dev/null +++ b/scripts/evaluation/results/chronos-t5-tiny-agg-rel-scores.csv @@ -0,0 +1,5 @@ +benchmark,metric,value +in-domain,MASE,0.7649019745781727 +in-domain,WQL,0.6288613368129368 +zero-shot,MASE,0.8704764463925718 +zero-shot,WQL,0.7108912052035352 diff --git a/scripts/evaluation/results/chronos-t5-tiny-in-domain.csv b/scripts/evaluation/results/chronos-t5-tiny-in-domain.csv new file mode 100644 index 00000000..e30632fb --- /dev/null +++ b/scripts/evaluation/results/chronos-t5-tiny-in-domain.csv @@ -0,0 +1,16 @@ +dataset,model,MASE,WQL +electricity_15min,amazon/chronos-t5-tiny,0.5091784254243783,0.08236334376190152 +m4_daily,amazon/chronos-t5-tiny,3.203164895930929,0.022152192084951595 +m4_hourly,amazon/chronos-t5-tiny,0.8171321441164723,0.027490760558343874 +m4_monthly,amazon/chronos-t5-tiny,1.005839207921131,0.10388015368939435 +m4_weekly,amazon/chronos-t5-tiny,2.2148332313370735,0.043429655561156084 +monash_electricity_hourly,amazon/chronos-t5-tiny,1.6190021089002615,0.10967453530956882 +monash_electricity_weekly,amazon/chronos-t5-tiny,2.0774597917676734,0.08159998975612164 +monash_kdd_cup_2018,amazon/chronos-t5-tiny,0.6730886827096076,0.2616610603634618 +monash_london_smart_meters,amazon/chronos-t5-tiny,0.8830447519225436,0.4499607073491794 +monash_pedestrian_counts,amazon/chronos-t5-tiny,0.3042105240185045,0.23387631681117071 +monash_rideshare,amazon/chronos-t5-tiny,0.8431350112476247,0.1378817076926394 +monash_temperature_rain,amazon/chronos-t5-tiny,0.9887398447367799,0.6957797286648015 +taxi_30min,amazon/chronos-t5-tiny,1.035544060665179,0.3450476958104713 +uber_tlc_daily,amazon/chronos-t5-tiny,0.93025919000775,0.1105323649942084 +uber_tlc_hourly,amazon/chronos-t5-tiny,0.697558054147913,0.16320255844336232 diff --git a/scripts/evaluation/results/chronos-t5-tiny-zero-shot.csv b/scripts/evaluation/results/chronos-t5-tiny-zero-shot.csv new file mode 100644 index 00000000..83d377c5 --- /dev/null +++ b/scripts/evaluation/results/chronos-t5-tiny-zero-shot.csv @@ -0,0 +1,28 @@ +dataset,model,MASE,WQL +ETTh,amazon/chronos-t5-tiny,0.8184074113571701,0.08578203438707048 +ETTm,amazon/chronos-t5-tiny,0.9103621000781905,0.07975361086322658 +dominick,amazon/chronos-t5-tiny,0.8538295532466194,0.3597090770361857 +ercot,amazon/chronos-t5-tiny,0.7273437589773705,0.020843170924006626 +exchange_rate,amazon/chronos-t5-tiny,1.6621128608546154,0.01085145980896454 +m4_quarterly,amazon/chronos-t5-tiny,1.2696259955861924,0.0861404188925996 +m4_yearly,amazon/chronos-t5-tiny,3.5293881164900527,0.13281575565500411 +m5,amazon/chronos-t5-tiny,0.9394059505709506,0.5981531758388589 +monash_australian_electricity,amazon/chronos-t5-tiny,1.4558820561269024,0.07673567331332948 +monash_car_parts,amazon/chronos-t5-tiny,0.9058206654011024,1.0236307963149358 +monash_cif_2016,amazon/chronos-t5-tiny,1.09349564130852,0.014066593076202984 +monash_covid_deaths,amazon/chronos-t5-tiny,46.53079664940016,0.09201919385053775 +monash_fred_md,amazon/chronos-t5-tiny,0.48008374212956456,0.03219550761153211 +monash_hospital,amazon/chronos-t5-tiny,0.7062562198194838,0.05790409320432609 +monash_m1_monthly,amazon/chronos-t5-tiny,1.214892145549996,0.14723095246308077 +monash_m1_quarterly,amazon/chronos-t5-tiny,1.8968576926613199,0.11026972972622998 +monash_m1_yearly,amazon/chronos-t5-tiny,4.829453202075546,0.17286063726000958 +monash_m3_monthly,amazon/chronos-t5-tiny,0.9095746605884618,0.10117875324490073 +monash_m3_quarterly,amazon/chronos-t5-tiny,1.3234957548639883,0.08209032993637215 +monash_m3_yearly,amazon/chronos-t5-tiny,3.1489371074890093,0.1492445630072877 +monash_nn5_weekly,amazon/chronos-t5-tiny,0.9637480731663901,0.09205994784693056 +monash_tourism_monthly,amazon/chronos-t5-tiny,2.151677532807024,0.11356761694754255 +monash_tourism_quarterly,amazon/chronos-t5-tiny,1.9116538900950555,0.07191734222366106 +monash_tourism_yearly,amazon/chronos-t5-tiny,3.820615532600914,0.19709256337364625 +monash_traffic,amazon/chronos-t5-tiny,0.878709088458116,0.2632101606272236 +monash_weather,amazon/chronos-t5-tiny,0.8504899606521996,0.14787595319625085 +nn5,amazon/chronos-t5-tiny,0.7021735456568664,0.19071330483289695 From 3d6f600d742fd18a73f882c0b5e1b53548d2fc39 Mon Sep 17 00:00:00 2001 From: Abdul Fatir Ansari Date: Mon, 18 Nov 2024 13:42:41 +0000 Subject: [PATCH 19/31] Add autogluon src --- src/chronos/base.py | 3 +++ src/chronos/chronos_bolt.py | 4 +++- 2 files changed, 6 insertions(+), 1 deletion(-) diff --git a/src/chronos/base.py b/src/chronos/base.py index e3d82373..3dc1775a 100644 --- a/src/chronos/base.py +++ b/src/chronos/base.py @@ -1,6 +1,9 @@ # Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. # SPDX-License-Identifier: Apache-2.0 +# Authors: Caner Turkmen , Abdul Fatir Ansari , Lorenzo Stella +# Original source: +# https://github.com/autogluon/autogluon/blob/f57beb26cb769c6e0d484a6af2b89eab8aee73a8/timeseries/src/autogluon/timeseries/models/chronos/pipeline/base.py from enum import Enum from pathlib import Path diff --git a/src/chronos/chronos_bolt.py b/src/chronos/chronos_bolt.py index 50d70b79..31a08b46 100644 --- a/src/chronos/chronos_bolt.py +++ b/src/chronos/chronos_bolt.py @@ -2,6 +2,8 @@ # SPDX-License-Identifier: Apache-2.0 # Authors: Abdul Fatir Ansari , Caner Turkmen , Lorenzo Stella +# Original source: +# https://github.com/autogluon/autogluon/blob/f57beb26cb769c6e0d484a6af2b89eab8aee73a8/timeseries/src/autogluon/timeseries/models/chronos/pipeline/chronos_bolt.py import copy import logging @@ -431,7 +433,7 @@ def predict( # type: ignore[override] Refer to the base method (``BaseChronosPipeline.predict``) for details on shared parameters. - + limit_prediction_length Force prediction length smaller or equal than the built-in prediction length from the model. 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Abdul Fatir Ansari Date: Mon, 18 Nov 2024 15:38:35 +0000 Subject: [PATCH 21/31] Update version ranges --- pyproject.toml | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 76d82010..e86e00f9 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -4,9 +4,9 @@ version = "1.3.0" requires-python = ">=3.8" license = { file = "LICENSE" } dependencies = [ - "torch~=2.0", # package was tested on 2.2 - "transformers~=4.30", - "accelerate~=0.32", + "torch>=2.0,2.6", # package was tested on 2.2 + "transformers>=4.30,<4.48", + "accelerate>=0.32,<1", ] [project.optional-dependencies] From 77ce9295d2a32509b58afa4e74862066352f16b4 Mon Sep 17 00:00:00 2001 From: Abdul Fatir Ansari Date: Mon, 18 Nov 2024 15:43:02 +0000 Subject: [PATCH 22/31] fix --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index e86e00f9..c3b916d2 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -4,7 +4,7 @@ version = "1.3.0" requires-python = ">=3.8" license = { file = "LICENSE" } dependencies = [ - "torch>=2.0,2.6", # package was tested on 2.2 + "torch>=2.0,<2.6", # package was tested on 2.2 "transformers>=4.30,<4.48", "accelerate>=0.32,<1", ] From a18bc2072f3f835e7f269e2248dd9fea0a038b3f Mon Sep 17 00:00:00 2001 From: Abdul Fatir Date: Tue, 19 Nov 2024 22:08:02 +0100 Subject: [PATCH 23/31] Apply suggestions from code review Co-authored-by: Lorenzo Stella --- src/chronos/chronos.py | 4 ++-- src/chronos/chronos_bolt.py | 3 ++- 2 files changed, 4 insertions(+), 3 deletions(-) diff --git a/src/chronos/chronos.py b/src/chronos/chronos.py index 9bbc422c..ef226f67 100644 --- a/src/chronos/chronos.py +++ b/src/chronos/chronos.py @@ -459,8 +459,8 @@ def predict( # type: ignore[override] Refer to the base method (``BaseChronosPipeline.predict``) for details on shared parameters. - Additional Parameters: - ---------------------- + Additional parameters + --------------------- num_samples Number of sample paths to predict. Defaults to what specified in ``self.model.config``. diff --git a/src/chronos/chronos_bolt.py b/src/chronos/chronos_bolt.py index 31a08b46..bddfc863 100644 --- a/src/chronos/chronos_bolt.py +++ b/src/chronos/chronos_bolt.py @@ -433,7 +433,8 @@ def predict( # type: ignore[override] Refer to the base method (``BaseChronosPipeline.predict``) for details on shared parameters. - + Additional parameters + --------------------- limit_prediction_length Force prediction length smaller or equal than the built-in prediction length from the model. False by From 005e10bb92daa77195680588ccbcca537f5e822c Mon Sep 17 00:00:00 2001 From: Abdul Fatir Ansari Date: Mon, 25 Nov 2024 14:13:49 +0000 Subject: [PATCH 24/31] compilation fixes --- src/chronos/chronos_bolt.py | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/src/chronos/chronos_bolt.py b/src/chronos/chronos_bolt.py index bddfc863..e3182f94 100644 --- a/src/chronos/chronos_bolt.py +++ b/src/chronos/chronos_bolt.py @@ -87,7 +87,7 @@ def forward( if loc_scale is None: loc = torch.nan_to_num(torch.nanmean(x, dim=-1, keepdim=True), nan=0.0) scale = torch.nan_to_num( - (x - loc).square().nanmean(dim=-1, keepdim=True).sqrt(), nan=1.0 + torch.nanmean((x - loc).square(), dim=-1, keepdim=True).sqrt(), nan=1.0 ) scale = torch.where(scale == 0, torch.abs(loc) + self.eps, scale) else: @@ -269,7 +269,7 @@ def forward( # patching patched_context = self.patch(context) patched_mask = torch.nan_to_num(self.patch(mask), nan=0.0) - patched_context[~(patched_mask > 0)] = 0.0 + patched_context = torch.where(patched_mask > 0.0, patched_context, 0.0) # concat context and mask along patch dim patched_context = torch.cat([patched_context, patched_mask], dim=-1) @@ -290,7 +290,11 @@ def forward( reg_embeds = self.shared(reg_input_ids) input_embeds = torch.cat([input_embeds, reg_embeds], dim=-2) attention_mask = torch.cat( - [attention_mask, torch.ones_like(reg_input_ids)], dim=-1 + [ + attention_mask.to(self.dtype), + torch.ones_like(reg_input_ids).to(self.dtype), + ], + dim=-1, ) encoder_outputs = self.encoder( From 8b9e67e73c1e7bc917cc634c6934658cc5d421f9 Mon Sep 17 00:00:00 2001 From: Abdul Fatir Ansari Date: Mon, 25 Nov 2024 14:19:09 +0000 Subject: [PATCH 25/31] Rename autogluon -> amazon --- .../results/chronos-bolt-base-in-domain.csv | 30 +++++------ .../results/chronos-bolt-base-zero-shot.csv | 54 +++++++++---------- .../results/chronos-bolt-mini-in-domain.csv | 30 +++++------ .../results/chronos-bolt-mini-zero-shot.csv | 54 +++++++++---------- .../results/chronos-bolt-small-in-domain.csv | 30 +++++------ .../results/chronos-bolt-small-zero-shot.csv | 54 +++++++++---------- .../results/chronos-bolt-tiny-in-domain.csv | 30 +++++------ .../results/chronos-bolt-tiny-zero-shot.csv | 54 +++++++++---------- test/test_chronos_bolt.py | 3 +- 9 files changed, 169 insertions(+), 170 deletions(-) diff --git a/scripts/evaluation/results/chronos-bolt-base-in-domain.csv b/scripts/evaluation/results/chronos-bolt-base-in-domain.csv index 969acc67..abe3347c 100644 --- a/scripts/evaluation/results/chronos-bolt-base-in-domain.csv +++ b/scripts/evaluation/results/chronos-bolt-base-in-domain.csv @@ -1,16 +1,16 @@ dataset,model,MASE,WQL -electricity_15min,autogluon/chronos-bolt-base,0.41069374835605243,0.0703533790998506 -m4_daily,autogluon/chronos-bolt-base,3.205192517121196,0.02110308498174413 -m4_hourly,autogluon/chronos-bolt-base,0.8350129849014075,0.025353803894164 -m4_monthly,autogluon/chronos-bolt-base,0.9491758928362231,0.09382496106659234 -m4_weekly,autogluon/chronos-bolt-base,2.0847827409162742,0.03816605075768161 -monash_electricity_hourly,autogluon/chronos-bolt-base,1.254966217685461,0.09442192616975713 -monash_electricity_weekly,autogluon/chronos-bolt-base,1.8391546050108039,0.06410971963960499 -monash_kdd_cup_2018,autogluon/chronos-bolt-base,0.6405985809360102,0.2509172188706336 -monash_london_smart_meters,autogluon/chronos-bolt-base,0.701398572604996,0.3218915088923906 -monash_pedestrian_counts,autogluon/chronos-bolt-base,0.2646412642278343,0.18789459806066328 -monash_rideshare,autogluon/chronos-bolt-base,0.7695376426829713,0.11637119433040358 -monash_temperature_rain,autogluon/chronos-bolt-base,0.8983612698773724,0.6050555216496304 -taxi_30min,autogluon/chronos-bolt-base,0.7688908266765317,0.2363178601205094 -uber_tlc_daily,autogluon/chronos-bolt-base,0.8231767493519677,0.0926036406916842 -uber_tlc_hourly,autogluon/chronos-bolt-base,0.6632193728217927,0.14987786887626975 +electricity_15min,amazon/chronos-bolt-base,0.41069374835605243,0.0703533790998506 +m4_daily,amazon/chronos-bolt-base,3.205192517121196,0.02110308498174413 +m4_hourly,amazon/chronos-bolt-base,0.8350129849014075,0.025353803894164 +m4_monthly,amazon/chronos-bolt-base,0.9491758928362231,0.09382496106659234 +m4_weekly,amazon/chronos-bolt-base,2.0847827409162742,0.03816605075768161 +monash_electricity_hourly,amazon/chronos-bolt-base,1.254966217685461,0.09442192616975713 +monash_electricity_weekly,amazon/chronos-bolt-base,1.8391546050108039,0.06410971963960499 +monash_kdd_cup_2018,amazon/chronos-bolt-base,0.6405985809360102,0.2509172188706336 +monash_london_smart_meters,amazon/chronos-bolt-base,0.701398572604996,0.3218915088923906 +monash_pedestrian_counts,amazon/chronos-bolt-base,0.2646412642278343,0.18789459806066328 +monash_rideshare,amazon/chronos-bolt-base,0.7695376426829713,0.11637119433040358 +monash_temperature_rain,amazon/chronos-bolt-base,0.8983612698773724,0.6050555216496304 +taxi_30min,amazon/chronos-bolt-base,0.7688908266765317,0.2363178601205094 +uber_tlc_daily,amazon/chronos-bolt-base,0.8231767493519677,0.0926036406916842 +uber_tlc_hourly,amazon/chronos-bolt-base,0.6632193728217927,0.14987786887626975 diff --git a/scripts/evaluation/results/chronos-bolt-base-zero-shot.csv b/scripts/evaluation/results/chronos-bolt-base-zero-shot.csv index 479c1ba8..833658ac 100644 --- a/scripts/evaluation/results/chronos-bolt-base-zero-shot.csv +++ b/scripts/evaluation/results/chronos-bolt-base-zero-shot.csv @@ -1,28 +1,28 @@ dataset,model,MASE,WQL -ETTh,autogluon/chronos-bolt-base,0.7479154031956647,0.07062173821055001 -ETTm,autogluon/chronos-bolt-base,0.6334357237512225,0.052261607745858835 -dominick,autogluon/chronos-bolt-base,0.8560272479913918,0.3453573743726445 -ercot,autogluon/chronos-bolt-base,0.6933217425507392,0.02142183038021456 -exchange_rate,autogluon/chronos-bolt-base,1.7095176257412634,0.01200682136751536 -m4_quarterly,autogluon/chronos-bolt-base,1.2244670010522907,0.0771066518089854 -m4_yearly,autogluon/chronos-bolt-base,3.513752058541554,0.12142798053483984 -m5,autogluon/chronos-bolt-base,0.9152230096463854,0.561999688057527 -monash_australian_electricity,autogluon/chronos-bolt-base,0.7403239930185613,0.03584034231329335 -monash_car_parts,autogluon/chronos-bolt-base,0.8550263912438314,0.9945122291263591 -monash_cif_2016,autogluon/chronos-bolt-base,0.9988541862779904,0.016456104842296485 -monash_covid_deaths,autogluon/chronos-bolt-base,38.901749109066415,0.047410971217640714 -monash_fred_md,autogluon/chronos-bolt-base,0.6468787708795645,0.04185083716355386 -monash_hospital,autogluon/chronos-bolt-base,0.6883138394434054,0.057032869931903894 -monash_m1_monthly,autogluon/chronos-bolt-base,1.0997677446267855,0.1392311148066238 -monash_m1_quarterly,autogluon/chronos-bolt-base,1.7737851980875563,0.1007118219350403 -monash_m1_yearly,autogluon/chronos-bolt-base,4.404672537832342,0.1504617654430952 -monash_m3_monthly,autogluon/chronos-bolt-base,0.8510696834878182,0.09269673913736748 -monash_m3_quarterly,autogluon/chronos-bolt-base,1.2890908822598466,0.07615133571216029 -monash_m3_yearly,autogluon/chronos-bolt-base,2.9067097980770082,0.12934285625258413 -monash_nn5_weekly,autogluon/chronos-bolt-base,0.9158766337957451,0.08352114810139548 -monash_tourism_monthly,autogluon/chronos-bolt-base,1.5283388458731357,0.09026425492612797 -monash_tourism_quarterly,autogluon/chronos-bolt-base,1.756127005530011,0.06448060953595125 -monash_tourism_yearly,autogluon/chronos-bolt-base,3.691545772463519,0.16548820700844424 -monash_traffic,autogluon/chronos-bolt-base,0.7843310867739336,0.23148632068725078 -monash_weather,autogluon/chronos-bolt-base,0.8115247139672316,0.13350830777170594 -nn5,autogluon/chronos-bolt-base,0.5764084996361287,0.1500519584148468 +ETTh,amazon/chronos-bolt-base,0.7479154031956647,0.07062173821055001 +ETTm,amazon/chronos-bolt-base,0.6334357237512225,0.052261607745858835 +dominick,amazon/chronos-bolt-base,0.8560272479913918,0.3453573743726445 +ercot,amazon/chronos-bolt-base,0.6933217425507392,0.02142183038021456 +exchange_rate,amazon/chronos-bolt-base,1.7095176257412634,0.01200682136751536 +m4_quarterly,amazon/chronos-bolt-base,1.2244670010522907,0.0771066518089854 +m4_yearly,amazon/chronos-bolt-base,3.513752058541554,0.12142798053483984 +m5,amazon/chronos-bolt-base,0.9152230096463854,0.561999688057527 +monash_australian_electricity,amazon/chronos-bolt-base,0.7403239930185613,0.03584034231329335 +monash_car_parts,amazon/chronos-bolt-base,0.8550263912438314,0.9945122291263591 +monash_cif_2016,amazon/chronos-bolt-base,0.9988541862779904,0.016456104842296485 +monash_covid_deaths,amazon/chronos-bolt-base,38.901749109066415,0.047410971217640714 +monash_fred_md,amazon/chronos-bolt-base,0.6468787708795645,0.04185083716355386 +monash_hospital,amazon/chronos-bolt-base,0.6883138394434054,0.057032869931903894 +monash_m1_monthly,amazon/chronos-bolt-base,1.0997677446267855,0.1392311148066238 +monash_m1_quarterly,amazon/chronos-bolt-base,1.7737851980875563,0.1007118219350403 +monash_m1_yearly,amazon/chronos-bolt-base,4.404672537832342,0.1504617654430952 +monash_m3_monthly,amazon/chronos-bolt-base,0.8510696834878182,0.09269673913736748 +monash_m3_quarterly,amazon/chronos-bolt-base,1.2890908822598466,0.07615133571216029 +monash_m3_yearly,amazon/chronos-bolt-base,2.9067097980770082,0.12934285625258413 +monash_nn5_weekly,amazon/chronos-bolt-base,0.9158766337957451,0.08352114810139548 +monash_tourism_monthly,amazon/chronos-bolt-base,1.5283388458731357,0.09026425492612797 +monash_tourism_quarterly,amazon/chronos-bolt-base,1.756127005530011,0.06448060953595125 +monash_tourism_yearly,amazon/chronos-bolt-base,3.691545772463519,0.16548820700844424 +monash_traffic,amazon/chronos-bolt-base,0.7843310867739336,0.23148632068725078 +monash_weather,amazon/chronos-bolt-base,0.8115247139672316,0.13350830777170594 +nn5,amazon/chronos-bolt-base,0.5764084996361287,0.1500519584148468 diff --git a/scripts/evaluation/results/chronos-bolt-mini-in-domain.csv b/scripts/evaluation/results/chronos-bolt-mini-in-domain.csv index 83eae8d9..fac01bf4 100644 --- a/scripts/evaluation/results/chronos-bolt-mini-in-domain.csv +++ b/scripts/evaluation/results/chronos-bolt-mini-in-domain.csv @@ -1,16 +1,16 @@ dataset,model,MASE,WQL -electricity_15min,autogluon/chronos-bolt-mini,0.44185193304080733,0.0731477927531107 -m4_daily,autogluon/chronos-bolt-mini,3.1342608828747456,0.0206872246743766 -m4_hourly,autogluon/chronos-bolt-mini,0.9218285923038745,0.024383114886067574 -m4_monthly,autogluon/chronos-bolt-mini,0.9628339921394529,0.09502498697494888 -m4_weekly,autogluon/chronos-bolt-mini,2.2330452369879255,0.039393515325238534 -monash_electricity_hourly,autogluon/chronos-bolt-mini,1.6195944363428718,0.11468972600782207 -monash_electricity_weekly,autogluon/chronos-bolt-mini,1.866105365159433,0.06019900031840434 -monash_kdd_cup_2018,autogluon/chronos-bolt-mini,0.74790954883436,0.3012661161484388 -monash_london_smart_meters,autogluon/chronos-bolt-mini,0.7187830347765344,0.32984510693830227 -monash_pedestrian_counts,autogluon/chronos-bolt-mini,0.308633944815819,0.23331301029432483 -monash_rideshare,autogluon/chronos-bolt-mini,0.818948044410056,0.1297966960374544 -monash_temperature_rain,autogluon/chronos-bolt-mini,0.9035244443682741,0.605031064086567 -taxi_30min,autogluon/chronos-bolt-mini,0.812010120941363,0.25232294549917317 -uber_tlc_daily,autogluon/chronos-bolt-mini,0.8507256206478295,0.10101757743084538 -uber_tlc_hourly,autogluon/chronos-bolt-mini,0.6685484898085609,0.1515245941548974 +electricity_15min,amazon/chronos-bolt-mini,0.44185193304080733,0.0731477927531107 +m4_daily,amazon/chronos-bolt-mini,3.1342608828747456,0.0206872246743766 +m4_hourly,amazon/chronos-bolt-mini,0.9218285923038745,0.024383114886067574 +m4_monthly,amazon/chronos-bolt-mini,0.9628339921394529,0.09502498697494888 +m4_weekly,amazon/chronos-bolt-mini,2.2330452369879255,0.039393515325238534 +monash_electricity_hourly,amazon/chronos-bolt-mini,1.6195944363428718,0.11468972600782207 +monash_electricity_weekly,amazon/chronos-bolt-mini,1.866105365159433,0.06019900031840434 +monash_kdd_cup_2018,amazon/chronos-bolt-mini,0.74790954883436,0.3012661161484388 +monash_london_smart_meters,amazon/chronos-bolt-mini,0.7187830347765344,0.32984510693830227 +monash_pedestrian_counts,amazon/chronos-bolt-mini,0.308633944815819,0.23331301029432483 +monash_rideshare,amazon/chronos-bolt-mini,0.818948044410056,0.1297966960374544 +monash_temperature_rain,amazon/chronos-bolt-mini,0.9035244443682741,0.605031064086567 +taxi_30min,amazon/chronos-bolt-mini,0.812010120941363,0.25232294549917317 +uber_tlc_daily,amazon/chronos-bolt-mini,0.8507256206478295,0.10101757743084538 +uber_tlc_hourly,amazon/chronos-bolt-mini,0.6685484898085609,0.1515245941548974 diff --git a/scripts/evaluation/results/chronos-bolt-mini-zero-shot.csv b/scripts/evaluation/results/chronos-bolt-mini-zero-shot.csv index 21adaf77..2060004e 100644 --- a/scripts/evaluation/results/chronos-bolt-mini-zero-shot.csv +++ b/scripts/evaluation/results/chronos-bolt-mini-zero-shot.csv @@ -1,28 +1,28 @@ dataset,model,MASE,WQL -ETTh,autogluon/chronos-bolt-mini,0.8057126710113404,0.07740387596411452 -ETTm,autogluon/chronos-bolt-mini,0.6100793941108849,0.05129333450944573 -dominick,autogluon/chronos-bolt-mini,0.8664152477208024,0.3499696999160997 -ercot,autogluon/chronos-bolt-mini,0.6871250728215426,0.02448804863744021 -exchange_rate,autogluon/chronos-bolt-mini,1.3520551553333662,0.00934663373172766 -m4_quarterly,autogluon/chronos-bolt-mini,1.2569644266281508,0.07833787023275976 -m4_yearly,autogluon/chronos-bolt-mini,3.7611003052413796,0.12931927951165456 -m5,autogluon/chronos-bolt-mini,0.9188876472137485,0.5661303206519673 -monash_australian_electricity,autogluon/chronos-bolt-mini,0.8823559450287066,0.04493688824488474 -monash_car_parts,autogluon/chronos-bolt-mini,0.8604081423647779,1.0041876404811494 -monash_cif_2016,autogluon/chronos-bolt-mini,1.0762361363763873,0.017641893717784202 -monash_covid_deaths,autogluon/chronos-bolt-mini,38.83915011538576,0.06098317835750057 -monash_fred_md,autogluon/chronos-bolt-mini,0.6169859211923081,0.03256236965040934 -monash_hospital,autogluon/chronos-bolt-mini,0.6924431064606051,0.05766349075348645 -monash_m1_monthly,autogluon/chronos-bolt-mini,1.147893030263777,0.13270222658510553 -monash_m1_quarterly,autogluon/chronos-bolt-mini,1.8662100001165818,0.09846363409254102 -monash_m1_yearly,autogluon/chronos-bolt-mini,5.319154632748303,0.16167328827180308 -monash_m3_monthly,autogluon/chronos-bolt-mini,0.8758452776118432,0.09493431248614057 -monash_m3_quarterly,autogluon/chronos-bolt-mini,1.3555175243802005,0.07808062465932723 -monash_m3_yearly,autogluon/chronos-bolt-mini,3.605769430055575,0.15711010456482008 -monash_nn5_weekly,autogluon/chronos-bolt-mini,0.9347141924977239,0.08522899825844342 -monash_tourism_monthly,autogluon/chronos-bolt-mini,1.649587479665881,0.0979648261309891 -monash_tourism_quarterly,autogluon/chronos-bolt-mini,1.8471553663088986,0.06501077791766902 -monash_tourism_yearly,autogluon/chronos-bolt-mini,3.9932920493826245,0.1743539122097316 -monash_traffic,autogluon/chronos-bolt-mini,0.8355442361271347,0.24351051123330386 -monash_weather,autogluon/chronos-bolt-mini,0.800013628350165,0.13041050756802045 -nn5,autogluon/chronos-bolt-mini,0.611917632501032,0.1570111102680171 +ETTh,amazon/chronos-bolt-mini,0.8057126710113404,0.07740387596411452 +ETTm,amazon/chronos-bolt-mini,0.6100793941108849,0.05129333450944573 +dominick,amazon/chronos-bolt-mini,0.8664152477208024,0.3499696999160997 +ercot,amazon/chronos-bolt-mini,0.6871250728215426,0.02448804863744021 +exchange_rate,amazon/chronos-bolt-mini,1.3520551553333662,0.00934663373172766 +m4_quarterly,amazon/chronos-bolt-mini,1.2569644266281508,0.07833787023275976 +m4_yearly,amazon/chronos-bolt-mini,3.7611003052413796,0.12931927951165456 +m5,amazon/chronos-bolt-mini,0.9188876472137485,0.5661303206519673 +monash_australian_electricity,amazon/chronos-bolt-mini,0.8823559450287066,0.04493688824488474 +monash_car_parts,amazon/chronos-bolt-mini,0.8604081423647779,1.0041876404811494 +monash_cif_2016,amazon/chronos-bolt-mini,1.0762361363763873,0.017641893717784202 +monash_covid_deaths,amazon/chronos-bolt-mini,38.83915011538576,0.06098317835750057 +monash_fred_md,amazon/chronos-bolt-mini,0.6169859211923081,0.03256236965040934 +monash_hospital,amazon/chronos-bolt-mini,0.6924431064606051,0.05766349075348645 +monash_m1_monthly,amazon/chronos-bolt-mini,1.147893030263777,0.13270222658510553 +monash_m1_quarterly,amazon/chronos-bolt-mini,1.8662100001165818,0.09846363409254102 +monash_m1_yearly,amazon/chronos-bolt-mini,5.319154632748303,0.16167328827180308 +monash_m3_monthly,amazon/chronos-bolt-mini,0.8758452776118432,0.09493431248614057 +monash_m3_quarterly,amazon/chronos-bolt-mini,1.3555175243802005,0.07808062465932723 +monash_m3_yearly,amazon/chronos-bolt-mini,3.605769430055575,0.15711010456482008 +monash_nn5_weekly,amazon/chronos-bolt-mini,0.9347141924977239,0.08522899825844342 +monash_tourism_monthly,amazon/chronos-bolt-mini,1.649587479665881,0.0979648261309891 +monash_tourism_quarterly,amazon/chronos-bolt-mini,1.8471553663088986,0.06501077791766902 +monash_tourism_yearly,amazon/chronos-bolt-mini,3.9932920493826245,0.1743539122097316 +monash_traffic,amazon/chronos-bolt-mini,0.8355442361271347,0.24351051123330386 +monash_weather,amazon/chronos-bolt-mini,0.800013628350165,0.13041050756802045 +nn5,amazon/chronos-bolt-mini,0.611917632501032,0.1570111102680171 diff --git a/scripts/evaluation/results/chronos-bolt-small-in-domain.csv b/scripts/evaluation/results/chronos-bolt-small-in-domain.csv index 4608e460..7c170646 100644 --- a/scripts/evaluation/results/chronos-bolt-small-in-domain.csv +++ b/scripts/evaluation/results/chronos-bolt-small-in-domain.csv @@ -1,16 +1,16 @@ dataset,model,MASE,WQL -electricity_15min,autogluon/chronos-bolt-small,0.44920089250026723,0.08115291306964295 -m4_daily,autogluon/chronos-bolt-small,3.201966619014735,0.02143368277732494 -m4_hourly,autogluon/chronos-bolt-small,0.8686298207618999,0.020368729287465817 -m4_monthly,autogluon/chronos-bolt-small,0.9537717737278778,0.0939247807527992 -m4_weekly,autogluon/chronos-bolt-small,2.1236755094789177,0.03785184715517262 -monash_electricity_hourly,autogluon/chronos-bolt-small,1.3728906161330452,0.09452411472431674 -monash_electricity_weekly,autogluon/chronos-bolt-small,1.8703239487242378,0.06648479071326366 -monash_kdd_cup_2018,autogluon/chronos-bolt-small,0.6458631909979771,0.25148489931571666 -monash_london_smart_meters,autogluon/chronos-bolt-small,0.7126939688565166,0.326874529903459 -monash_pedestrian_counts,autogluon/chronos-bolt-small,0.3015070035798365,0.2285590441093863 -monash_rideshare,autogluon/chronos-bolt-small,0.823726965741684,0.12409769473500927 -monash_temperature_rain,autogluon/chronos-bolt-small,0.8980348827836525,0.5984819599873311 -taxi_30min,autogluon/chronos-bolt-small,0.7597818149895785,0.2348569752311862 -uber_tlc_daily,autogluon/chronos-bolt-small,0.8460854328036702,0.09666483354735897 -uber_tlc_hourly,autogluon/chronos-bolt-small,0.6662547495017634,0.1524256346268063 +electricity_15min,amazon/chronos-bolt-small,0.44920089250026723,0.08115291306964295 +m4_daily,amazon/chronos-bolt-small,3.201966619014735,0.02143368277732494 +m4_hourly,amazon/chronos-bolt-small,0.8686298207618999,0.020368729287465817 +m4_monthly,amazon/chronos-bolt-small,0.9537717737278778,0.0939247807527992 +m4_weekly,amazon/chronos-bolt-small,2.1236755094789177,0.03785184715517262 +monash_electricity_hourly,amazon/chronos-bolt-small,1.3728906161330452,0.09452411472431674 +monash_electricity_weekly,amazon/chronos-bolt-small,1.8703239487242378,0.06648479071326366 +monash_kdd_cup_2018,amazon/chronos-bolt-small,0.6458631909979771,0.25148489931571666 +monash_london_smart_meters,amazon/chronos-bolt-small,0.7126939688565166,0.326874529903459 +monash_pedestrian_counts,amazon/chronos-bolt-small,0.3015070035798365,0.2285590441093863 +monash_rideshare,amazon/chronos-bolt-small,0.823726965741684,0.12409769473500927 +monash_temperature_rain,amazon/chronos-bolt-small,0.8980348827836525,0.5984819599873311 +taxi_30min,amazon/chronos-bolt-small,0.7597818149895785,0.2348569752311862 +uber_tlc_daily,amazon/chronos-bolt-small,0.8460854328036702,0.09666483354735897 +uber_tlc_hourly,amazon/chronos-bolt-small,0.6662547495017634,0.1524256346268063 diff --git a/scripts/evaluation/results/chronos-bolt-small-zero-shot.csv b/scripts/evaluation/results/chronos-bolt-small-zero-shot.csv index 72544a23..e9f41343 100644 --- a/scripts/evaluation/results/chronos-bolt-small-zero-shot.csv +++ b/scripts/evaluation/results/chronos-bolt-small-zero-shot.csv @@ -1,28 +1,28 @@ dataset,model,MASE,WQL -ETTh,autogluon/chronos-bolt-small,0.792521748651108,0.07590654063011319 -ETTm,autogluon/chronos-bolt-small,0.6209623928936988,0.05056189722606397 -dominick,autogluon/chronos-bolt-small,0.8706134610400587,0.34811141409475416 -ercot,autogluon/chronos-bolt-small,0.7562857616685997,0.02596064260343696 -exchange_rate,autogluon/chronos-bolt-small,1.774835301692689,0.011363548847621512 -m4_quarterly,autogluon/chronos-bolt-small,1.2478142413437487,0.07808795122806232 -m4_yearly,autogluon/chronos-bolt-small,3.6925595655002574,0.12772564181388502 -m5,autogluon/chronos-bolt-small,0.9195435643571084,0.5668430814831332 -monash_australian_electricity,autogluon/chronos-bolt-small,0.8128424798841111,0.041509852162861564 -monash_car_parts,autogluon/chronos-bolt-small,0.8584574663781737,1.0074689402521324 -monash_cif_2016,autogluon/chronos-bolt-small,1.0182471909074982,0.01581964877692293 -monash_covid_deaths,autogluon/chronos-bolt-small,36.467595559655145,0.0427382859406882 -monash_fred_md,autogluon/chronos-bolt-small,0.6132863794635253,0.03730410577241995 -monash_hospital,autogluon/chronos-bolt-small,0.6954489513780618,0.058119864671526154 -monash_m1_monthly,autogluon/chronos-bolt-small,1.1277621848099244,0.1335656174632902 -monash_m1_quarterly,autogluon/chronos-bolt-small,1.8356144904231688,0.09363028483838018 -monash_m1_yearly,autogluon/chronos-bolt-small,5.098146069746402,0.15669928873371905 -monash_m3_monthly,autogluon/chronos-bolt-small,0.8685125121306435,0.09396568468255145 -monash_m3_quarterly,autogluon/chronos-bolt-small,1.3269103591066727,0.07691022995374203 -monash_m3_yearly,autogluon/chronos-bolt-small,3.40993282700627,0.1547639821304127 -monash_nn5_weekly,autogluon/chronos-bolt-small,0.9266513350636507,0.08452821221908001 -monash_tourism_monthly,autogluon/chronos-bolt-small,1.6106732721197876,0.09362336754317802 -monash_tourism_quarterly,autogluon/chronos-bolt-small,1.8357819365308639,0.06734337535269994 -monash_tourism_yearly,autogluon/chronos-bolt-small,3.8963100495394194,0.16766064312072784 -monash_traffic,autogluon/chronos-bolt-small,0.8598507749866499,0.25173786112983054 -monash_weather,autogluon/chronos-bolt-small,0.8020408743877911,0.13258563963844888 -nn5,autogluon/chronos-bolt-small,0.5833047644729239,0.15066847836762787 +ETTh,amazon/chronos-bolt-small,0.792521748651108,0.07590654063011319 +ETTm,amazon/chronos-bolt-small,0.6209623928936988,0.05056189722606397 +dominick,amazon/chronos-bolt-small,0.8706134610400587,0.34811141409475416 +ercot,amazon/chronos-bolt-small,0.7562857616685997,0.02596064260343696 +exchange_rate,amazon/chronos-bolt-small,1.774835301692689,0.011363548847621512 +m4_quarterly,amazon/chronos-bolt-small,1.2478142413437487,0.07808795122806232 +m4_yearly,amazon/chronos-bolt-small,3.6925595655002574,0.12772564181388502 +m5,amazon/chronos-bolt-small,0.9195435643571084,0.5668430814831332 +monash_australian_electricity,amazon/chronos-bolt-small,0.8128424798841111,0.041509852162861564 +monash_car_parts,amazon/chronos-bolt-small,0.8584574663781737,1.0074689402521324 +monash_cif_2016,amazon/chronos-bolt-small,1.0182471909074982,0.01581964877692293 +monash_covid_deaths,amazon/chronos-bolt-small,36.467595559655145,0.0427382859406882 +monash_fred_md,amazon/chronos-bolt-small,0.6132863794635253,0.03730410577241995 +monash_hospital,amazon/chronos-bolt-small,0.6954489513780618,0.058119864671526154 +monash_m1_monthly,amazon/chronos-bolt-small,1.1277621848099244,0.1335656174632902 +monash_m1_quarterly,amazon/chronos-bolt-small,1.8356144904231688,0.09363028483838018 +monash_m1_yearly,amazon/chronos-bolt-small,5.098146069746402,0.15669928873371905 +monash_m3_monthly,amazon/chronos-bolt-small,0.8685125121306435,0.09396568468255145 +monash_m3_quarterly,amazon/chronos-bolt-small,1.3269103591066727,0.07691022995374203 +monash_m3_yearly,amazon/chronos-bolt-small,3.40993282700627,0.1547639821304127 +monash_nn5_weekly,amazon/chronos-bolt-small,0.9266513350636507,0.08452821221908001 +monash_tourism_monthly,amazon/chronos-bolt-small,1.6106732721197876,0.09362336754317802 +monash_tourism_quarterly,amazon/chronos-bolt-small,1.8357819365308639,0.06734337535269994 +monash_tourism_yearly,amazon/chronos-bolt-small,3.8963100495394194,0.16766064312072784 +monash_traffic,amazon/chronos-bolt-small,0.8598507749866499,0.25173786112983054 +monash_weather,amazon/chronos-bolt-small,0.8020408743877911,0.13258563963844888 +nn5,amazon/chronos-bolt-small,0.5833047644729239,0.15066847836762787 diff --git a/scripts/evaluation/results/chronos-bolt-tiny-in-domain.csv b/scripts/evaluation/results/chronos-bolt-tiny-in-domain.csv index 21b9c749..bf2ffb5e 100644 --- a/scripts/evaluation/results/chronos-bolt-tiny-in-domain.csv +++ b/scripts/evaluation/results/chronos-bolt-tiny-in-domain.csv @@ -1,16 +1,16 @@ dataset,model,MASE,WQL -electricity_15min,autogluon/chronos-bolt-tiny,0.4676384089765091,0.0861229808117837 -m4_daily,autogluon/chronos-bolt-tiny,3.1789994761356795,0.020961883512815756 -m4_hourly,autogluon/chronos-bolt-tiny,0.9348005698736752,0.021087527284114574 -m4_monthly,autogluon/chronos-bolt-tiny,0.965298729632761,0.0950380483243082 -m4_weekly,autogluon/chronos-bolt-tiny,2.261575511029903,0.04093653263178429 -monash_electricity_hourly,autogluon/chronos-bolt-tiny,1.5739346351263623,0.10808418398945202 -monash_electricity_weekly,autogluon/chronos-bolt-tiny,1.8628689103722829,0.05773335283584782 -monash_kdd_cup_2018,autogluon/chronos-bolt-tiny,0.6869549985391232,0.28012801092758166 -monash_london_smart_meters,autogluon/chronos-bolt-tiny,0.7284234905933779,0.33496438244693033 -monash_pedestrian_counts,autogluon/chronos-bolt-tiny,0.32338947321773864,0.2530637833749087 -monash_rideshare,autogluon/chronos-bolt-tiny,0.8562780835002918,0.1304317657933891 -monash_temperature_rain,autogluon/chronos-bolt-tiny,0.9030707620825977,0.6064087080755548 -taxi_30min,autogluon/chronos-bolt-tiny,0.9122159603256838,0.28002194370731626 -uber_tlc_daily,autogluon/chronos-bolt-tiny,0.9087055420190513,0.11193388685815164 -uber_tlc_hourly,autogluon/chronos-bolt-tiny,0.6716569179590032,0.15310845458208555 +electricity_15min,amazon/chronos-bolt-tiny,0.4676384089765091,0.0861229808117837 +m4_daily,amazon/chronos-bolt-tiny,3.1789994761356795,0.020961883512815756 +m4_hourly,amazon/chronos-bolt-tiny,0.9348005698736752,0.021087527284114574 +m4_monthly,amazon/chronos-bolt-tiny,0.965298729632761,0.0950380483243082 +m4_weekly,amazon/chronos-bolt-tiny,2.261575511029903,0.04093653263178429 +monash_electricity_hourly,amazon/chronos-bolt-tiny,1.5739346351263623,0.10808418398945202 +monash_electricity_weekly,amazon/chronos-bolt-tiny,1.8628689103722829,0.05773335283584782 +monash_kdd_cup_2018,amazon/chronos-bolt-tiny,0.6869549985391232,0.28012801092758166 +monash_london_smart_meters,amazon/chronos-bolt-tiny,0.7284234905933779,0.33496438244693033 +monash_pedestrian_counts,amazon/chronos-bolt-tiny,0.32338947321773864,0.2530637833749087 +monash_rideshare,amazon/chronos-bolt-tiny,0.8562780835002918,0.1304317657933891 +monash_temperature_rain,amazon/chronos-bolt-tiny,0.9030707620825977,0.6064087080755548 +taxi_30min,amazon/chronos-bolt-tiny,0.9122159603256838,0.28002194370731626 +uber_tlc_daily,amazon/chronos-bolt-tiny,0.9087055420190513,0.11193388685815164 +uber_tlc_hourly,amazon/chronos-bolt-tiny,0.6716569179590032,0.15310845458208555 diff --git a/scripts/evaluation/results/chronos-bolt-tiny-zero-shot.csv b/scripts/evaluation/results/chronos-bolt-tiny-zero-shot.csv index 85017c87..4ec181ed 100644 --- a/scripts/evaluation/results/chronos-bolt-tiny-zero-shot.csv +++ b/scripts/evaluation/results/chronos-bolt-tiny-zero-shot.csv @@ -1,28 +1,28 @@ dataset,model,MASE,WQL -ETTh,autogluon/chronos-bolt-tiny,0.7941225847155844,0.07480860969990633 -ETTm,autogluon/chronos-bolt-tiny,0.6508270995240056,0.05440068825429993 -dominick,autogluon/chronos-bolt-tiny,0.876060127216559,0.35175949052933253 -ercot,autogluon/chronos-bolt-tiny,0.7309134980173839,0.02468604544464515 -exchange_rate,autogluon/chronos-bolt-tiny,1.6857262567077134,0.011477224264784112 -m4_quarterly,autogluon/chronos-bolt-tiny,1.2605908919338378,0.0789049420017836 -m4_yearly,autogluon/chronos-bolt-tiny,3.7118394116161757,0.1286932555969197 -m5,autogluon/chronos-bolt-tiny,0.9195469670062033,0.5634881835998845 -monash_australian_electricity,autogluon/chronos-bolt-tiny,0.8419304693259403,0.042040993880313904 -monash_car_parts,autogluon/chronos-bolt-tiny,0.8625579150452282,1.0009987800801836 -monash_cif_2016,autogluon/chronos-bolt-tiny,1.095219642027011,0.017550336784241796 -monash_covid_deaths,autogluon/chronos-bolt-tiny,40.674057986280744,0.06723714516685976 -monash_fred_md,autogluon/chronos-bolt-tiny,0.6127387450520702,0.04747523852271518 -monash_hospital,autogluon/chronos-bolt-tiny,0.6980246281225624,0.05864223243167421 -monash_m1_monthly,autogluon/chronos-bolt-tiny,1.1625495971731141,0.13142237467151166 -monash_m1_quarterly,autogluon/chronos-bolt-tiny,1.8941765599193754,0.09972207844232561 -monash_m1_yearly,autogluon/chronos-bolt-tiny,5.136332694531757,0.160331813128038 -monash_m3_monthly,autogluon/chronos-bolt-tiny,0.8744553726704598,0.09435519378597752 -monash_m3_quarterly,autogluon/chronos-bolt-tiny,1.364563776692303,0.07875066385737857 -monash_m3_yearly,autogluon/chronos-bolt-tiny,3.3685961410254928,0.15158076519486274 -monash_nn5_weekly,autogluon/chronos-bolt-tiny,0.9324436794013877,0.0847385189968909 -monash_tourism_monthly,autogluon/chronos-bolt-tiny,1.7895936775088157,0.1058167042693116 -monash_tourism_quarterly,autogluon/chronos-bolt-tiny,2.095262637810499,0.0710732570354461 -monash_tourism_yearly,autogluon/chronos-bolt-tiny,4.042821441327848,0.172613367251472 -monash_traffic,autogluon/chronos-bolt-tiny,0.8836032533767518,0.2574297134210491 -monash_weather,autogluon/chronos-bolt-tiny,0.8005348255663177,0.13111355494466076 -nn5,autogluon/chronos-bolt-tiny,0.7228248498869763,0.1816913098894226 +ETTh,amazon/chronos-bolt-tiny,0.7941225847155844,0.07480860969990633 +ETTm,amazon/chronos-bolt-tiny,0.6508270995240056,0.05440068825429993 +dominick,amazon/chronos-bolt-tiny,0.876060127216559,0.35175949052933253 +ercot,amazon/chronos-bolt-tiny,0.7309134980173839,0.02468604544464515 +exchange_rate,amazon/chronos-bolt-tiny,1.6857262567077134,0.011477224264784112 +m4_quarterly,amazon/chronos-bolt-tiny,1.2605908919338378,0.0789049420017836 +m4_yearly,amazon/chronos-bolt-tiny,3.7118394116161757,0.1286932555969197 +m5,amazon/chronos-bolt-tiny,0.9195469670062033,0.5634881835998845 +monash_australian_electricity,amazon/chronos-bolt-tiny,0.8419304693259403,0.042040993880313904 +monash_car_parts,amazon/chronos-bolt-tiny,0.8625579150452282,1.0009987800801836 +monash_cif_2016,amazon/chronos-bolt-tiny,1.095219642027011,0.017550336784241796 +monash_covid_deaths,amazon/chronos-bolt-tiny,40.674057986280744,0.06723714516685976 +monash_fred_md,amazon/chronos-bolt-tiny,0.6127387450520702,0.04747523852271518 +monash_hospital,amazon/chronos-bolt-tiny,0.6980246281225624,0.05864223243167421 +monash_m1_monthly,amazon/chronos-bolt-tiny,1.1625495971731141,0.13142237467151166 +monash_m1_quarterly,amazon/chronos-bolt-tiny,1.8941765599193754,0.09972207844232561 +monash_m1_yearly,amazon/chronos-bolt-tiny,5.136332694531757,0.160331813128038 +monash_m3_monthly,amazon/chronos-bolt-tiny,0.8744553726704598,0.09435519378597752 +monash_m3_quarterly,amazon/chronos-bolt-tiny,1.364563776692303,0.07875066385737857 +monash_m3_yearly,amazon/chronos-bolt-tiny,3.3685961410254928,0.15158076519486274 +monash_nn5_weekly,amazon/chronos-bolt-tiny,0.9324436794013877,0.0847385189968909 +monash_tourism_monthly,amazon/chronos-bolt-tiny,1.7895936775088157,0.1058167042693116 +monash_tourism_quarterly,amazon/chronos-bolt-tiny,2.095262637810499,0.0710732570354461 +monash_tourism_yearly,amazon/chronos-bolt-tiny,4.042821441327848,0.172613367251472 +monash_traffic,amazon/chronos-bolt-tiny,0.8836032533767518,0.2574297134210491 +monash_weather,amazon/chronos-bolt-tiny,0.8005348255663177,0.13111355494466076 +nn5,amazon/chronos-bolt-tiny,0.7228248498869763,0.1816913098894226 diff --git a/test/test_chronos_bolt.py b/test/test_chronos_bolt.py index 8ebe436b..c4c3db70 100644 --- a/test/test_chronos_bolt.py +++ b/test/test_chronos_bolt.py @@ -14,8 +14,7 @@ def validate_tensor(input: torch.Tensor, shape: Tuple[int, ...]) -> None: def test_base_chronos_pipeline_loads_from_huggingface(): - # FIXME: Replace with amazon/chronos-bolt-tiny - BaseChronosPipeline.from_pretrained("autogluon/chronos-bolt-tiny", device_map="cpu") + BaseChronosPipeline.from_pretrained("amazon/chronos-bolt-tiny", device_map="cpu") @pytest.mark.parametrize("torch_dtype", [torch.float32, torch.bfloat16]) From 46a1bbc6330db5f4d945e9c2b61c50d2757d00e4 Mon Sep 17 00:00:00 2001 From: Abdul Fatir Ansari Date: Mon, 25 Nov 2024 14:23:21 +0000 Subject: [PATCH 26/31] Update README --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index ebe2640c..6f1eb916 100644 --- a/README.md +++ b/README.md @@ -80,7 +80,7 @@ To perform inference with Chronos or Chronos⚡️ models, install this package pip install git+https://github.com/amazon-science/chronos-forecasting.git ``` > [!TIP] -> This repository is intended for research purposes and provides a minimal interface to Chronos models. The recommended way of using Chronos for production use cases is through [AutoGluon](https://auto.gluon.ai), which features effortless fine-tuning, ensembling with other statistical and machine learning models for time series forecasting as well as seamless deployments on AWS with SageMaker 🧠. Check out the AutoGluon Chronos [tutorial](https://auto.gluon.ai/stable/tutorials/timeseries/forecasting-chronos.html). +> This repository is intended for research purposes and provides a minimal interface to Chronos models. The recommended way of using Chronos for production use cases is through [AutoGluon](https://auto.gluon.ai), which features effortless fine-tuning, augmenting Chronos models with exogenous information through covariate regressors, ensembling with other statistical and machine learning models, as well as seamless deployments on AWS with SageMaker 🧠. Check out the AutoGluon Chronos [tutorial](https://auto.gluon.ai/stable/tutorials/timeseries/forecasting-chronos.html). ### Forecasting From b48c62e97864339175a1d553ea0155fdf2d62409 Mon Sep 17 00:00:00 2001 From: Abdul Fatir Ansari Date: Tue, 26 Nov 2024 10:39:48 +0000 Subject: [PATCH 27/31] Rename models --- README.md | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/README.md b/README.md index 6f1eb916..09fd0270 100644 --- a/README.md +++ b/README.md @@ -17,7 +17,7 @@ ## 🚀 News -- **25 Nov 2024**: 🚀 Chronos⚡️ (read: Chronos-Bolt) models released [on HuggingFace](https://huggingface.co/collections/amazon/chronos-models-65f1791d630a8d57cb718444). Chronos⚡️ models are more accurate (5% lower error) and 100x faster than the original Chronos models! +- **25 Nov 2024**: ⚡️ Chronos-Bolt models released [on HuggingFace](https://huggingface.co/collections/amazon/chronos-models-65f1791d630a8d57cb718444). Chronos-Bolt models are more accurate (5% lower error), up to 250x faster and 20x more memory efficient than the original Chronos models of the same size! - **27 Jun 2024**: 🚀 [Released datasets](https://huggingface.co/datasets/autogluon/chronos_datasets) used in the paper and an [evaluation script](./scripts/README.md#evaluating-chronos-models) to compute the WQL and MASE scores reported in the paper. - **17 May 2024**: 🐛 Fixed an off-by-one error in bin indices in the `output_transform`. This simple fix significantly improves the overall performance of Chronos. We will update the results in the next revision on ArXiv. - **10 May 2024**: 🚀 We added the code for pretraining and fine-tuning Chronos models. You can find it in [this folder](./scripts/training). We also added [a script](./scripts/kernel-synth.py) for generating synthetic time series data from Gaussian processes (KernelSynth; see Section 4.2 in the paper for details). Check out the [usage examples](./scripts/). @@ -62,19 +62,19 @@ The models in this repository are based on the [T5 architecture](https://arxiv.o ### Zero-Shot Results -The following figure showcases the remarkable **zero-shot** performance of Chronos and Chronos⚡️ models on 27 datasets against local models, task-specific models and other pretrained models. For details on the evaluation setup and other results, please refer to [the paper](https://arxiv.org/abs/2403.07815). +The following figure showcases the remarkable **zero-shot** performance of Chronos and Chronos-Bolt models on 27 datasets against local models, task-specific models and other pretrained models. For details on the evaluation setup and other results, please refer to [the paper](https://arxiv.org/abs/2403.07815).


- Fig. 2: Performance of different models on Benchmark II, comprising 27 datasets not seen by Chronos and Chronos⚡️ models during training. This benchmark provides insights into the zero-shot performance of Chronos and Chronos⚡️ models against local statistical models, which fit parameters individually for each time series, task-specific models trained on each task, and pretrained models trained on a large corpus of time series. Pretrained Models (Other) indicates that some (or all) of the datasets in Benchmark II may have been in the training corpus of these models. The probabilistic (WQL) and point (MASE) forecasting metrics were normalized using the scores of the Seasonal Naive baseline and aggregated through a geometric mean to obtain the Agg. Relative WQL and MASE, respectively. + Fig. 2: Performance of different models on Benchmark II, comprising 27 datasets not seen by Chronos and Chronos-Bolt models during training. This benchmark provides insights into the zero-shot performance of Chronos and Chronos-Bolt models against local statistical models, which fit parameters individually for each time series, task-specific models trained on each task, and pretrained models trained on a large corpus of time series. Pretrained Models (Other) indicates that some (or all) of the datasets in Benchmark II may have been in the training corpus of these models. The probabilistic (WQL) and point (MASE) forecasting metrics were normalized using the scores of the Seasonal Naive baseline and aggregated through a geometric mean to obtain the Agg. Relative WQL and MASE, respectively.

## 📈 Usage -To perform inference with Chronos or Chronos⚡️ models, install this package by running: +To perform inference with Chronos or Chronos-Bolt models, install this package by running: ``` pip install git+https://github.com/amazon-science/chronos-forecasting.git @@ -84,7 +84,7 @@ pip install git+https://github.com/amazon-science/chronos-forecasting.git ### Forecasting -A minimal example showing how to perform forecasting using Chronos and Chronos⚡️ models: +A minimal example showing how to perform forecasting using Chronos and Chronos-Bolt models: ```python import pandas as pd # requires: pip install pandas @@ -92,7 +92,7 @@ import torch from chronos import BaseChronosPipeline pipeline = BaseChronosPipeline.from_pretrained( - "amazon/chronos-t5-small", # use "amazon/chronos-bolt-small" for the corresponding Chronos⚡️ model + "amazon/chronos-t5-small", # use "amazon/chronos-bolt-small" for the corresponding Chronos-Bolt model device_map="cuda", # use "cpu" for CPU inference and "mps" for Apple Silicon torch_dtype=torch.bfloat16, ) @@ -105,7 +105,7 @@ df = pd.read_csv( # or a left-padded 2D tensor with batch as the first dimension # The original Chronos models generate forecast samples, so forecast has shape # [num_series, num_samples, prediction_length]. -# Chronos⚡️ models generate quantile forecasts, so forecast has shape +# Chronos-Bolt models generate quantile forecasts, so forecast has shape # [num_series, num_quantiles, prediction_length]. forecast = pipeline.predict( context=torch.tensor(df["#Passengers"]), prediction_length=12 @@ -118,7 +118,7 @@ More options for `pipeline.predict` can be found with: from chronos import ChronosPipeline, ChronosBoltPipeline print(ChronosPipeline.predict.__doc__) # for Chronos models -print(ChronosBoltPipeline.predict.__doc__) # for Chronos⚡️ models +print(ChronosBoltPipeline.predict.__doc__) # for Chronos-Bolt models ``` We can now visualize the forecast: From fab8fb93caf4cbfef4003c937bde32e835f7783e Mon Sep 17 00:00:00 2001 From: Abdul Fatir Date: Tue, 26 Nov 2024 17:18:34 +0100 Subject: [PATCH 28/31] Update README.md Co-authored-by: Lorenzo Stella --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 09fd0270..9a2033b3 100644 --- a/README.md +++ b/README.md @@ -17,7 +17,7 @@ ## 🚀 News -- **25 Nov 2024**: ⚡️ Chronos-Bolt models released [on HuggingFace](https://huggingface.co/collections/amazon/chronos-models-65f1791d630a8d57cb718444). Chronos-Bolt models are more accurate (5% lower error), up to 250x faster and 20x more memory efficient than the original Chronos models of the same size! +- **26 Nov 2024**: ⚡️ Chronos-Bolt models released [on HuggingFace](https://huggingface.co/collections/amazon/chronos-models-65f1791d630a8d57cb718444). Chronos-Bolt models are more accurate (5% lower error), up to 250x faster and 20x more memory efficient than the original Chronos models of the same size! - **27 Jun 2024**: 🚀 [Released datasets](https://huggingface.co/datasets/autogluon/chronos_datasets) used in the paper and an [evaluation script](./scripts/README.md#evaluating-chronos-models) to compute the WQL and MASE scores reported in the paper. - **17 May 2024**: 🐛 Fixed an off-by-one error in bin indices in the `output_transform`. This simple fix significantly improves the overall performance of Chronos. We will update the results in the next revision on ArXiv. - **10 May 2024**: 🚀 We added the code for pretraining and fine-tuning Chronos models. You can find it in [this folder](./scripts/training). We also added [a script](./scripts/kernel-synth.py) for generating synthetic time series data from Gaussian processes (KernelSynth; see Section 4.2 in the paper for details). Check out the [usage examples](./scripts/). From ed7a4a1ac148c211e98bbd5fc6a55a5863dfab9d Mon Sep 17 00:00:00 2001 From: Abdul Fatir Ansari Date: Tue, 26 Nov 2024 16:42:09 +0000 Subject: [PATCH 29/31] Use SVG --- README.md | 2 +- figures/zero_shot-agg_scaled_score.svg | 4875 ++++++++++++++++++++++++ 2 files changed, 4876 insertions(+), 1 deletion(-) create mode 100644 figures/zero_shot-agg_scaled_score.svg diff --git a/README.md b/README.md index 9a2033b3..6f172d81 100644 --- a/README.md +++ b/README.md @@ -65,7 +65,7 @@ The models in this repository are based on the [T5 architecture](https://arxiv.o The following figure showcases the remarkable **zero-shot** performance of Chronos and Chronos-Bolt models on 27 datasets against local models, task-specific models and other pretrained models. For details on the evaluation setup and other results, please refer to [the paper](https://arxiv.org/abs/2403.07815).

- +
Fig. 2: Performance of different models on Benchmark II, comprising 27 datasets not seen by Chronos and Chronos-Bolt models during training. This benchmark provides insights into the zero-shot performance of Chronos and Chronos-Bolt models against local statistical models, which fit parameters individually for each time series, task-specific models trained on each task, and pretrained models trained on a large corpus of time series. Pretrained Models (Other) indicates that some (or all) of the datasets in Benchmark II may have been in the training corpus of these models. The probabilistic (WQL) and point (MASE) forecasting metrics were normalized using the scores of the Seasonal Naive baseline and aggregated through a geometric mean to obtain the Agg. Relative WQL and MASE, respectively. diff --git a/figures/zero_shot-agg_scaled_score.svg b/figures/zero_shot-agg_scaled_score.svg new file mode 100644 index 00000000..560c4ded --- /dev/null +++ b/figures/zero_shot-agg_scaled_score.svg @@ -0,0 +1,4875 @@ + + + + + + + + 2024-11-26T17:40:11.488708 + image/svg+xml + + + Matplotlib v3.9.2, https://matplotlib.org/ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 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d3986a8eaa7cee6c295512795b0fd12a5dee43ce Mon Sep 17 00:00:00 2001 From: Abdul Fatir Ansari Date: Tue, 26 Nov 2024 16:42:52 +0000 Subject: [PATCH 30/31] wider --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 6f172d81..1b9b6473 100644 --- a/README.md +++ b/README.md @@ -65,7 +65,7 @@ The models in this repository are based on the [T5 architecture](https://arxiv.o The following figure showcases the remarkable **zero-shot** performance of Chronos and Chronos-Bolt models on 27 datasets against local models, task-specific models and other pretrained models. For details on the evaluation setup and other results, please refer to [the paper](https://arxiv.org/abs/2403.07815).

- +
Fig. 2: Performance of different models on Benchmark II, comprising 27 datasets not seen by Chronos and Chronos-Bolt models during training. This benchmark provides insights into the zero-shot performance of Chronos and Chronos-Bolt models against local statistical models, which fit parameters individually for each time series, task-specific models trained on each task, and pretrained models trained on a large corpus of time series. Pretrained Models (Other) indicates that some (or all) of the datasets in Benchmark II may have been in the training corpus of these models. The probabilistic (WQL) and point (MASE) forecasting metrics were normalized using the scores of the Seasonal Naive baseline and aggregated through a geometric mean to obtain the Agg. Relative WQL and MASE, respectively. 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