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Unverified Commit c8ce9b25 authored by Nicolas Patry's avatar Nicolas Patry Committed by GitHub
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feat(server): Use safetensors 


Co-authored-by: default avatarOlivierDehaene <23298448+OlivierDehaene@users.noreply.github.com>
parent be8827fe
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Cargo.toml
View file @ c8ce9b25
......@@ -4,6 +4,9 @@ members = [
"router/client",
"launcher"
]
exclude = [
"server/safetensors",
]
[profile.release]
debug = 1
......
Dockerfile
View file @ c8ce9b25
......@@ -36,10 +36,10 @@ ENV LANG=C.UTF-8 \
SHELL ["/bin/bash", "-c"]
RUN apt-get update && apt-get install -y unzip wget libssl-dev && rm -rf /var/lib/apt/lists/*
RUN apt-get update && apt-get install -y unzip curl libssl-dev && rm -rf /var/lib/apt/lists/*
RUN cd ~ && \
wget https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh && \
curl -L -O https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh && \
chmod +x Miniconda3-latest-Linux-x86_64.sh && \
bash ./Miniconda3-latest-Linux-x86_64.sh -bf -p /opt/miniconda && \
conda create -n text-generation python=3.9 -y
......@@ -54,13 +54,22 @@ RUN cd server && make install-torch
# Install specific version of transformers
RUN cd server && make install-transformers
# Install specific version of safetensors
# FIXME: This is a temporary fix while we wait for a new release
RUN curl https://sh.rustup.rs -sSf | bash -s -- -y
ENV PATH="/root/.cargo/bin:${PATH}"
RUN cd server && make install-safetensors
# Install server
COPY proto proto
COPY server server
RUN cd server && \
make gen-server && \
/opt/miniconda/envs/text-generation/bin/pip install . --no-cache-dir
# Install router
COPY --from=router-builder /usr/local/cargo/bin/text-generation-router /usr/local/bin/text-generation-router
# Install launcher
COPY --from=launcher-builder /usr/local/cargo/bin/text-generation-launcher /usr/local/bin/text-generation-launcher
CMD text-generation-launcher --model-name $MODEL_NAME --num-shard $NUM_GPUS --shard-directory $MODEL_BASE_PATH
\ No newline at end of file
CMD HUGGINGFACE_HUB_CACHE=$MODEL_BASE_PATH text-generation-launcher --model-name $MODEL_NAME --num-shard $NUM_GPUS
\ No newline at end of file
Makefile
View file @ c8ce9b25
install-server:
cd server && make pip-install
cd server && make install
install-router:
cd router && cargo install --path .
......@@ -7,13 +7,16 @@ install-router:
install-launcher:
cd launcher && cargo install --path .
install:
make install-server
make install-router
make install-launcher
install: install-server install-router install-launcher
server-dev:
cd server && make run-dev
router-dev:
cd router && cargo run
run-bloom-560m:
text-generation-launcher --model-name bigscience/bloom-560m --shard-directory /tmp/models --num-shard 2
text-generation-launcher --model-name bigscience/bloom-560m --num-shard 2
run-bloom:
text-generation-launcher --model-name bigscience/bloom --shard-directory /tmp/models --num-shard 8
text-generation-launcher --model-name bigscience/bloom --num-shard 8
README.md
View file @ c8ce9b25
......@@ -41,11 +41,21 @@ make run-bloom-560m
```shell
curl 127.0.0.1:3000/generate \
-v \
-X POST \
-d '{"inputs":"Testing API","parameters":{"max_new_tokens":9}}' \
-H 'Content-Type: application/json'
```
## Develop
```shell
make server-dev
make router-dev
```
## TODO:
- [ ] Add tests for the `server/model` logic
\ No newline at end of file
- [ ] Add tests for the `server/model` logic
- [ ] Backport custom CUDA kernels to Transformers
- [ ] Install safetensors with pip
\ No newline at end of file
launcher/src/main.rs
View file @ c8ce9b25
use clap::Parser;
use std::env;
use std::io::{BufRead, BufReader, Read};
use std::path::Path;
use std::process::ExitCode;
......@@ -20,8 +21,6 @@ struct Args {
model_name: String,
#[clap(long, env)]
num_shard: Option<usize>,
#[clap(long, env)]
shard_directory: Option<String>,
#[clap(default_value = "128", long, env)]
max_concurrent_requests: usize,
#[clap(default_value = "1000", long, env)]
......@@ -47,7 +46,6 @@ fn main() -> ExitCode {
let Args {
model_name,
num_shard,
shard_directory,
max_concurrent_requests,
max_input_length,
max_batch_size,
......@@ -82,7 +80,6 @@ fn main() -> ExitCode {
for rank in 0..num_shard {
let model_name = model_name.clone();
let uds_path = shard_uds_path.clone();
let shard_directory = shard_directory.clone();
let master_addr = master_addr.clone();
let status_sender = status_sender.clone();
let shutdown = shutdown.clone();
......@@ -91,7 +88,6 @@ fn main() -> ExitCode {
shard_manager(
model_name,
uds_path,
shard_directory,
rank,
num_shard,
master_addr,
......@@ -237,7 +233,6 @@ enum ShardStatus {
fn shard_manager(
model_name: String,
uds_path: String,
shard_directory: Option<String>,
rank: usize,
world_size: usize,
master_addr: String,
......@@ -265,10 +260,27 @@ fn shard_manager(
shard_argv.push("--sharded".to_string());
}
if let Some(shard_directory) = shard_directory {
shard_argv.push("--shard-directory".to_string());
shard_argv.push(shard_directory);
}
let mut env = vec![
("RANK".parse().unwrap(), rank.to_string().parse().unwrap()),
(
"WORLD_SIZE".parse().unwrap(),
world_size.to_string().parse().unwrap(),
),
("MASTER_ADDR".parse().unwrap(), master_addr.parse().unwrap()),
(
"MASTER_PORT".parse().unwrap(),
master_port.to_string().parse().unwrap(),
),
];
// If the HUGGINGFACE_HUB_CACHE env var is set, pass it to the shard
// Useful when running inside a docker container
if let Ok(huggingface_hub_cache) = env::var("HUGGINGFACE_HUB_CACHE") {
env.push((
"HUGGINGFACE_HUB_CACHE".parse().unwrap(),
huggingface_hub_cache.parse().unwrap(),
));
};
// Start process
tracing::info!("Starting shard {}", rank);
......@@ -280,18 +292,7 @@ fn shard_manager(
// Needed for the shutdown procedure
setpgid: true,
// NCCL env vars
env: Some(vec![
("RANK".parse().unwrap(), rank.to_string().parse().unwrap()),
(
"WORLD_SIZE".parse().unwrap(),
world_size.to_string().parse().unwrap(),
),
("MASTER_ADDR".parse().unwrap(), master_addr.parse().unwrap()),
(
"MASTER_PORT".parse().unwrap(),
master_port.to_string().parse().unwrap(),
),
]),
env: Some(env),
..Default::default()
},
) {
......@@ -312,6 +313,7 @@ fn shard_manager(
let mut ready = false;
let start_time = Instant::now();
let mut wait_time = Instant::now();
loop {
// Process exited
if p.poll().is_some() {
......@@ -337,9 +339,12 @@ fn shard_manager(
status_sender.send(ShardStatus::Ready).unwrap();
ready = true;
} else if !ready {
tracing::info!("Waiting for shard {} to be ready...", rank);
if wait_time.elapsed() > Duration::from_secs(10) {
tracing::info!("Waiting for shard {} to be ready...", rank);
wait_time = Instant::now();
}
}
sleep(Duration::from_secs(5));
sleep(Duration::from_millis(100));
}
}
......
server/.gitignore
View file @ c8ce9b25
......@@ -153,3 +153,6 @@ dmypy.json
# Cython debug symbols
cython_debug/
transformers
safetensors
\ No newline at end of file
server/Makefile
View file @ c8ce9b25
gen-server:
# Compile protos
pip install grpcio-tools==1.49.1 --no-cache-dir
mkdir bloom_inference/pb || true
python -m grpc_tools.protoc -I../proto --python_out=bloom_inference/pb --grpc_python_out=bloom_inference/pb ../proto/generate.proto
find bloom_inference/pb/ -type f -name "*.py" -print0 -exec sed -i -e 's/^\(import.*pb2\)/from . \1/g' {} \;
......@@ -7,25 +9,31 @@ gen-server:
install-transformers:
# Install specific version of transformers
rm transformers || true
wget https://github.com/huggingface/transformers/archive/46d37bece7d3ffdef97b1ee4a3170c0a0627d921.zip
rm transformers-46d37bece7d3ffdef97b1ee4a3170c0a0627d921 || true
curl -L -O https://github.com/huggingface/transformers/archive/46d37bece7d3ffdef97b1ee4a3170c0a0627d921.zip
unzip 46d37bece7d3ffdef97b1ee4a3170c0a0627d921.zip
rm 46d37bece7d3ffdef97b1ee4a3170c0a0627d921.zip
mv transformers-46d37bece7d3ffdef97b1ee4a3170c0a0627d921 transformers
cd transformers && python setup.py install
install-safetensors:
# Install specific version of safetensors
pip install setuptools_rust
rm safetensors || true
rm safetensors-634deccbcbad5eaf417935281f8b3be7ebca69c5 || true
curl -L -O https://github.com/huggingface/safetensors/archive/634deccbcbad5eaf417935281f8b3be7ebca69c5.zip
unzip 634deccbcbad5eaf417935281f8b3be7ebca69c5.zip
rm 634deccbcbad5eaf417935281f8b3be7ebca69c5.zip
mv safetensors-634deccbcbad5eaf417935281f8b3be7ebca69c5 safetensors
cd safetensors/bindings/python && python setup.py develop
install-torch:
# Install specific version of torch
pip install torch --extra-index-url https://download.pytorch.org/whl/cu116 --no-cache-dir
pip-install:
pip install grpcio-tools
make gen-server
make install-torch
make install-transformers
pip install .
install: gen-server install-torch install-transformers install-safetensors
pip install pip --upgrade
pip install -e . --no-cache-dir
install:
poetry install
make gen-server
make install-torch
make install-transformers
run-dev:
python -m torch.distributed.run --nproc_per_node=2 bloom_inference/cli.py serve bigscience/bloom-560m --sharded
\ No newline at end of file
server/README.md
View file @ c8ce9b25
......@@ -2,14 +2,14 @@
A Python gRPC server for BLOOM Inference
## Local Install (with poetry)
## Install
```shell
make install
```
## Local Install (with pip)
## Run
```shell
make pip-install
make run-dev
```
\ No newline at end of file
server/bloom_inference/cli.py
View file @ c8ce9b25
......@@ -2,9 +2,8 @@ import os
import typer
from pathlib import Path
from typing import Optional
from bloom_inference import prepare_weights, server
from bloom_inference import server, utils
app = typer.Typer()
......@@ -13,13 +12,9 @@ app = typer.Typer()
def serve(
model_name: str,
sharded: bool = False,
shard_directory: Optional[Path] = None,
uds_path: Path = "/tmp/bloom-inference",
):
if sharded:
assert (
shard_directory is not None
), "shard_directory must be set when sharded is True"
assert (
os.getenv("RANK", None) is not None
), "RANK must be set when sharded is True"
......@@ -33,19 +28,14 @@ def serve(
os.getenv("MASTER_PORT", None) is not None
), "MASTER_PORT must be set when sharded is True"
server.serve(model_name, sharded, uds_path, shard_directory)
server.serve(model_name, sharded, uds_path)
@app.command()
def prepare_weights(
def download_weights(
model_name: str,
shard_directory: Path,
cache_directory: Path,
num_shard: int = 1,
):
prepare_weights.prepare_weights(
model_name, cache_directory, shard_directory, num_shard
)
utils.download_weights(model_name)
if __name__ == "__main__":
......
server/bloom_inference/model.py
View file @ c8ce9b25
......@@ -2,19 +2,24 @@ import torch
import torch.distributed
from dataclasses import dataclass
from pathlib import Path
from typing import List, Tuple, Optional, Dict
from accelerate import init_empty_weights
from safetensors import safe_open
from transformers import AutoTokenizer, AutoModelForCausalLM, AutoConfig
from transformers.modeling_utils import no_init_weights
from transformers.models.bloom.parallel_layers import (
TensorParallelColumnLinear,
TensorParallelEmbedding,
TensorParallelRowLinear,
)
from bloom_inference.pb import generate_pb2
from bloom_inference.prepare_weights import prepare_weights, match_suffix
from bloom_inference.utils import (
StoppingCriteria,
NextTokenChooser,
initialize_torch_distributed,
set_default_dtype,
weight_files,
download_weights
)
torch.manual_seed(0)
......@@ -63,7 +68,7 @@ class Batch:
)
stopping_criterias.append(StoppingCriteria(max_new_tokens=r.max_new_tokens))
input_ids = tokenizer(inputs, return_tensors="pt", padding=True).to(device)
input_ids = tokenizer(inputs, return_tensors="pt", padding=True, pad_to_multiple_of=8).to(device)
all_input_ids = input_ids["input_ids"].unsqueeze(-1)
return cls(
......@@ -369,7 +374,7 @@ class BLOOM:
class BLOOMSharded(BLOOM):
def __init__(self, model_name: str, shard_directory: Path):
def __init__(self, model_name: str):
super(BLOOM, self).__init__()
self.process_group, self.rank, self.world_size = initialize_torch_distributed()
self.master = self.rank == 0
......@@ -382,30 +387,11 @@ class BLOOMSharded(BLOOM):
self.tokenizer = AutoTokenizer.from_pretrained(model_name, padding_side="left")
# shard state_dict
if self.master:
# TODO @thomasw21 do some caching
shard_state_dict_paths = prepare_weights(
model_name,
shard_directory / "cache",
shard_directory,
tp_world_size=self.world_size,
)
shard_state_dict_paths = [
str(path.absolute()) for path in shard_state_dict_paths
]
else:
shard_state_dict_paths = [None] * self.world_size
torch.distributed.broadcast_object_list(
shard_state_dict_paths, src=0, group=self.process_group
)
shard_state_dict_path = shard_state_dict_paths[self.rank]
config = AutoConfig.from_pretrained(
model_name, slow_but_exact=False, tp_parallel=True
)
config.pad_token_id = 3
self.num_heads = config.n_head // self.process_group.size()
# The flag below controls whether to allow TF32 on matmul. This flag defaults to False
# in PyTorch 1.12 and later.
......@@ -414,37 +400,88 @@ class BLOOMSharded(BLOOM):
# The flag below controls whether to allow TF32 on cuDNN. This flag defaults to True.
torch.backends.cudnn.allow_tf32 = True
with set_default_dtype(dtype):
with no_init_weights():
# we can probably set the device to `meta` here?
model = AutoModelForCausalLM.from_config(config).to(dtype)
# Only download weights for small models
if self.master and model_name == "bigscience/bloom-560m":
download_weights(model_name)
torch.distributed.barrier(group=self.process_group)
# print_rank_0(f"Initialized model")
state_dict = torch.load(shard_state_dict_path)
# TODO @thomasw21: HACK in order to transpose all weight prior
for key in state_dict.keys():
do_transpose = False
if not match_suffix(key, "weight"):
continue
for potential_suffix in [
"self_attention.query_key_value.weight",
"self_attention.dense.weight",
"dense_h_to_4h.weight",
"dense_4h_to_h.weight",
]:
if match_suffix(key, potential_suffix):
do_transpose = True
if do_transpose:
state_dict[key] = state_dict[key].transpose(1, 0).contiguous()
model.load_state_dict(state_dict, strict=False)
model.tie_weights()
self.model = model.to(self.device).eval()
self.num_heads = config.n_head // self.process_group.size()
filenames = weight_files(model_name)
with init_empty_weights():
model = AutoModelForCausalLM.from_config(config)
torch.distributed.barrier(group=self.process_group)
self.load_weights(
model,
filenames,
device=self.device,
rank=self.rank,
world_size=self.world_size,
)
self.model = model.eval().to(dtype)
torch.distributed.barrier(group=self.process_group)
@staticmethod
def load_weights(
model, filenames: List[str], device: torch.device, rank: int, world_size: int
):
parameters = dict(model.named_parameters())
for file in filenames:
with safe_open(file, framework="pt", device=str(device)) as f:
for name in f.keys():
full_name = f"transformer.{name}"
module_name, param_name = full_name.rsplit(".", 1)
module = model.get_submodule(module_name)
current_tensor = parameters[full_name]
slice_ = f.get_slice(name)
if isinstance(module, TensorParallelColumnLinear):
if param_name == "weight":
size = slice_.get_shape()[0]
block_size = size // world_size
start = rank * block_size
stop = (rank + 1) * block_size
tensor = slice_[start:stop]
tensor = tensor.transpose(1, 0)
else:
size = slice_.get_shape()[0]
block_size = size // world_size
start = rank * block_size
stop = (rank + 1) * block_size
tensor = slice_[start:stop]
elif isinstance(module, TensorParallelRowLinear):
if param_name == "weight":
size = slice_.get_shape()[1]
block_size = size // world_size
start = rank * block_size
stop = (rank + 1) * block_size
tensor = slice_[:, start:stop]
tensor = tensor.transpose(1, 0)
else:
tensor = slice_[:]
# XXX: Hack for Rowlinear to add the bias only once.
if rank != 0:
tensor = torch.zeros_like(tensor)
elif isinstance(module, TensorParallelEmbedding):
size = slice_.get_shape()[0]
block_size = size // world_size
start = rank * block_size
stop = (rank + 1) * block_size
tensor = slice_[start:stop]
else:
tensor = slice_[:]
if current_tensor.shape != tensor.shape:
raise ValueError(
f"Name {name} -- Current {current_tensor.shape} and got {tensor.shape}"
)
tensor = tensor.contiguous()
module._parameters[param_name] = tensor
if name == "word_embeddings.weight":
model.lm_head._parameters["weight"] = tensor
def forward(self, input_ids, attention_mask, past_key_values: Optional = None):
outputs = self.model.forward(
......
server/bloom_inference/prepare_weights.py deleted 100644 → 0
View file @ be8827fe
import torch
import os
import tempfile
import json
from typing import BinaryIO
from joblib import Parallel, delayed
from functools import partial
from pathlib import Path
from tqdm import tqdm
from huggingface_hub import hf_hub_url
from huggingface_hub.file_download import _request_wrapper, hf_raise_for_status
def match_suffix(text, suffix):
return text[-len(suffix) :] == suffix
def http_get(
url: str,
temp_file: BinaryIO,
*,
timeout=10.0,
max_retries=0,
):
"""
Download a remote file. Do not gobble up errors, and will return errors tailored to the Hugging Face Hub.
"""
r = _request_wrapper(
method="GET",
url=url,
stream=True,
timeout=timeout,
max_retries=max_retries,
)
hf_raise_for_status(r)
for chunk in r.iter_content(chunk_size=1024):
if chunk: # filter out keep-alive new chunks
temp_file.write(chunk)
def cache_download_url(url: str, root_dir: Path):
filename = root_dir / url.split("/")[-1]
if not filename.exists():
temp_file_manager = partial(
tempfile.NamedTemporaryFile, mode="wb", dir=root_dir, delete=False
)
with temp_file_manager() as temp_file:
http_get(url, temp_file)
os.replace(temp_file.name, filename)
return filename
def prepare_weights(
model_name: str, cache_path: Path, save_path: Path, tp_world_size: int
):
save_paths = [
save_path / f"{model_name}_tp-rank-{tp_rank}-of-{tp_world_size}.pty"
for tp_rank in range(tp_world_size)
]
if all(save_path.exists() for save_path in save_paths):
print("Weights are already prepared")
return save_paths
cache_path.mkdir(parents=True, exist_ok=True)
if model_name == "bigscience/bloom-560m":
url = hf_hub_url(model_name, filename="pytorch_model.bin")
cache_download_url(url, cache_path)
elif model_name == "bigscience/bloom":
url = hf_hub_url(model_name, filename="pytorch_model.bin.index.json")
index_path = cache_download_url(url, cache_path)
with index_path.open("r") as f:
index = json.load(f)
# Get unique file names
weight_files = list(
set([filename for filename in index["weight_map"].values()])
)
urls = [hf_hub_url(model_name, filename=filename) for filename in weight_files]
Parallel(n_jobs=5)(
delayed(cache_download_url)(url, cache_path) for url in tqdm(urls)
)
else:
raise ValueError(f"Unknown model name: {model_name}")
shards_state_dicts = [{} for _ in range(tp_world_size)]
for weight_path in tqdm(Path(cache_path).glob("*.bin")):
state_dict = torch.load(weight_path, map_location="cpu")
keys = list(state_dict.keys())
for state_name in keys:
state = state_dict[state_name]
if any(
match_suffix(state_name, candidate)
for candidate in [
"self_attention.query_key_value.weight",
"self_attention.query_key_value.bias",
"mlp.dense_h_to_4h.weight",
"mlp.dense_h_to_4h.bias",
"word_embeddings.weight",
]
):
output_size = state.shape[0]
assert output_size % tp_world_size == 0
block_size = output_size // tp_world_size
sharded_weights = torch.split(state, block_size, dim=0)
assert len(sharded_weights) == tp_world_size
for tp_rank, shard in enumerate(sharded_weights):
shards_state_dicts[tp_rank][
"transformer." + state_name
] = shard.detach().clone()
elif match_suffix(state_name, "lm_head.weight"):
output_size = state.shape[0]
assert output_size % tp_world_size == 0
block_size = output_size // tp_world_size
sharded_weights = torch.split(state, block_size, dim=0)
assert len(sharded_weights) == tp_world_size
for tp_rank, shard in enumerate(sharded_weights):
shards_state_dicts[tp_rank][state_name] = shard.detach().clone()
elif any(
match_suffix(state_name, candidate)
for candidate in [
"self_attention.dense.weight",
"mlp.dense_4h_to_h.weight",
]
):
input_size = state.shape[1]
assert input_size % tp_world_size == 0
block_size = input_size // tp_world_size
sharded_weights = torch.split(state, block_size, dim=1)
assert len(sharded_weights) == tp_world_size
for tp_rank, shard in enumerate(sharded_weights):
shards_state_dicts[tp_rank][
"transformer." + state_name
] = shard.detach().clone()
elif any(
match_suffix(state_name, candidate)
for candidate in [
"self_attention.dense.bias",
"mlp.dense_4h_to_h.bias",
]
):
shards_state_dicts[0][
"transformer." + state_name
] = state.detach().clone()
for tp_rank in range(1, tp_world_size):
shards_state_dicts[tp_rank][
"transformer." + state_name
] = torch.zeros_like(state)
else:
# We duplicate parameters across tp ranks
for tp_rank in range(tp_world_size):
shards_state_dicts[tp_rank][
"transformer." + state_name
] = state.detach().clone()
del state_dict[state_name] # delete key from state_dict
del state # delete tensor
del state_dict
# we save state_dict
for tp_rank, (save_path, shard_state_dict) in enumerate(
zip(save_paths, shards_state_dicts)
):
save_paths.append(save_path)
save_path.parent.mkdir(parents=True, exist_ok=True)
if save_path.exists():
print(f"Skipping {save_path} as it already exists")
else:
torch.save(shard_state_dict, save_path)
return save_paths
server/bloom_inference/server.py
View file @ c8ce9b25
......@@ -69,18 +69,14 @@ def serve(
model_name: str,
sharded: bool,
uds_path: Path,
shard_directory: Optional[Path] = None,
):
async def serve_inner(
model_name: str,
sharded: bool = False,
shard_directory: Optional[Path] = None,
):
unix_socket_template = "unix://{}-{}"
if sharded:
if shard_directory is None:
raise ValueError("shard_directory must be set when sharded is True")
model = BLOOMSharded(model_name, shard_directory)
model = BLOOMSharded(model_name)
server_urls = [
unix_socket_template.format(uds_path, rank)
for rank in range(model.world_size)
......@@ -109,4 +105,4 @@ def serve(
print("Signal received. Shutting down")
await server.stop(0)
asyncio.run(serve_inner(model_name, sharded, shard_directory))
asyncio.run(serve_inner(model_name, sharded))
server/bloom_inference/utils.py
View file @ c8ce9b25
import os
import contextlib
import torch
import torch.distributed
from datetime import timedelta
from functools import partial
from joblib import Parallel, delayed
from huggingface_hub import HfApi, hf_hub_download, try_to_load_from_cache
from huggingface_hub.utils import LocalEntryNotFoundError
from tqdm import tqdm
from transformers.generation_logits_process import (
LogitsProcessorList,
TemperatureLogitsWarper,
......@@ -87,11 +92,42 @@ def initialize_torch_distributed():
return torch.distributed.distributed_c10d._get_default_group(), rank, world_size
@contextlib.contextmanager
def set_default_dtype(dtype):
saved_dtype = torch.get_default_dtype()
torch.set_default_dtype(dtype)
try:
yield
finally:
torch.set_default_dtype(saved_dtype)
def weight_hub_files(model_name):
"""Get the safetensors filenames on the hub"""
api = HfApi()
info = api.model_info(model_name)
filenames = [
s.rfilename for s in info.siblings if s.rfilename.endswith(".safetensors")
]
return filenames
def weight_files(model_name):
"""Get the local safetensors filenames"""
filenames = weight_hub_files(model_name)
files = []
for filename in filenames:
cache_file = try_to_load_from_cache(model_name, filename=filename)
if cache_file is None:
raise LocalEntryNotFoundError(
f"File {filename} of model {model_name} not found in "
f"{os.getenv('HUGGINGFACE_HUB_CACHE', 'the local cache')}. "
f"Please run `bloom-inference-server download-weights {model_name}` first."
)
files.append(cache_file)
return files
def download_weights(model_name):
"""Download the safetensors files from the hub"""
filenames = weight_hub_files(model_name)
download_function = partial(
hf_hub_download, repo_id=model_name, local_files_only=False
)
# FIXME: fix the overlapping progress bars
files = Parallel(n_jobs=5)(
delayed(download_function)(filename=filename) for filename in tqdm(filenames)
)
return files
server/poetry.lock
View file @ c8ce9b25
......@@ -43,7 +43,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
[[package]]
name = "grpcio"
version = "1.49.1"
version = "1.50.0"
description = "HTTP/2-based RPC framework"
category = "main"
optional = false
......@@ -53,31 +53,31 @@ python-versions = ">=3.7"
six = ">=1.5.2"
[package.extras]
protobuf = ["grpcio-tools (>=1.49.1)"]
protobuf = ["grpcio-tools (>=1.50.0)"]
[[package]]
name = "grpcio-reflection"
version = "1.49.1"
version = "1.50.0"
description = "Standard Protobuf Reflection Service for gRPC"
category = "main"
optional = false
python-versions = ">=3.6"
[package.dependencies]
grpcio = ">=1.49.1"
protobuf = ">=4.21.3"
grpcio = ">=1.50.0"
protobuf = ">=4.21.6"
[[package]]
name = "grpcio-tools"
version = "1.49.1"
version = "1.50.0"
description = "Protobuf code generator for gRPC"
category = "dev"
optional = false
python-versions = ">=3.7"
[package.dependencies]
grpcio = ">=1.49.1"
protobuf = ">=4.21.3,<5.0dev"
grpcio = ">=1.50.0"
protobuf = ">=4.21.6,<5.0dev"
setuptools = "*"
[[package]]
......@@ -90,7 +90,7 @@ python-versions = ">=3.7"
[[package]]
name = "numpy"
version = "1.23.3"
version = "1.23.4"
description = "NumPy is the fundamental package for array computing with Python."
category = "main"
optional = false
......@@ -109,7 +109,7 @@ pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
[[package]]
name = "protobuf"
version = "4.21.7"
version = "4.21.8"
description = ""
category = "main"
optional = false
......@@ -117,7 +117,7 @@ python-versions = ">=3.7"
[[package]]
name = "psutil"
version = "5.9.2"
version = "5.9.3"
description = "Cross-platform lib for process and system monitoring in Python."
category = "main"
optional = false
......@@ -147,7 +147,7 @@ python-versions = ">=3.6"
[[package]]
name = "setuptools"
version = "65.4.1"
version = "65.5.0"
description = "Easily download, build, install, upgrade, and uninstall Python packages"
category = "dev"
optional = false
......@@ -196,7 +196,7 @@ test = ["black (>=22.3.0,<23.0.0)", "coverage (>=5.2,<6.0)", "isort (>=5.0.6,<6.
[[package]]
name = "typing-extensions"
version = "4.3.0"
version = "4.4.0"
description = "Backported and Experimental Type Hints for Python 3.7+"
category = "main"
optional = false
......@@ -221,190 +221,194 @@ colorama = [
{file = "colorama-0.4.5.tar.gz", hash = "sha256:e6c6b4334fc50988a639d9b98aa429a0b57da6e17b9a44f0451f930b6967b7a4"},
]
grpcio = [
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