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xin.chen
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Aug 30, 2024
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# Copyright 2024 The Aibrix Team. | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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__all__ = ["create_batch_input", "retrieve_batch_job_content"] |
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# Copyright 2024 The Aibrix Team. | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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from aibrix.batch.storage.batch_storage import (get_job_request_len, | ||
get_storage_job_results, | ||
put_storage_job_results, | ||
read_job_requests, | ||
remove_storage_job_data, | ||
upload_input_data) | ||
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def submit_job_input(inputDataFile): | ||
"""Upload job input data file to storage. | ||
Args: | ||
inputDataFile (str): an input file string. Each line is a request. | ||
""" | ||
job_id = upload_input_data(inputDataFile) | ||
return job_id | ||
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def delete_job(job_id): | ||
"""Delete job given job ID. This removes all data associated this job, | ||
including input data and output results. | ||
""" | ||
remove_storage_job_data(job_id) | ||
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def get_job_input_requests(job_id, start_index, num_requests): | ||
"""Read job input requests specified job Id. | ||
Args: | ||
job_id : job_id is returned by job submission. | ||
start_index : request starting index for read. | ||
num_requests: total number of requests needed to read. | ||
""" | ||
return read_job_requests(job_id, start_index, num_requests) | ||
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def get_job_num_request(job_id): | ||
"""Get the number of valid requests for this submitted job.""" | ||
return get_job_request_len(job_id) | ||
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def put_job_results(job_id, start_index, requests_results): | ||
"""Write job requests results to storage. | ||
Args: | ||
job_id : job_id is returned by job submission. | ||
start_index : requests index to write. | ||
requests_results: a list of json objects as request results to write. | ||
""" | ||
put_storage_job_results(job_id, start_index, requests_results) | ||
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def get_job_results(job_id, start_index, num_requests): | ||
"""Read job requests results from storage. | ||
Args: | ||
job_id : job_id is returned by job submission. | ||
start_index : requests index to read. | ||
num_requests: total number of requests output needed to read. | ||
""" | ||
return get_storage_job_results(job_id, start_index, num_requests) |
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# Copyright 2024 The Aibrix Team. | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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import uuid | ||
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from aibrix.batch.storage.generic_storage import LocalDiskFiles | ||
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current_job_offsets = {} | ||
job_input_requests = {} | ||
p_storage = LocalDiskFiles() | ||
NUM_REQUESTS_PER_READ = 1024 | ||
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def upload_input_data(inputDataFileName): | ||
"""Upload job input data file to storage. | ||
Args: | ||
inputDataFileName (str): an input file string. | ||
""" | ||
job_id = uuid.uuid1() | ||
p_storage.write_job_input_data(job_id, inputDataFileName) | ||
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current_job_offsets[job_id] = 0 | ||
return job_id | ||
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def read_job_requests(job_id, start_index, num_requests): | ||
"""Read job requests starting at index: start_index. | ||
Instead of reading from storage per request, this maintains a list of requests | ||
in memory with a length of NUM_REQUESTS_PER_READ. | ||
It also supports random access, if backward read is necessary. | ||
""" | ||
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if job_id not in current_job_offsets: | ||
print(f"Create job {job_id} first. Can not find corresponding job ID!!") | ||
return [] | ||
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# if no request is cached, this reads a list of requests from storage. | ||
if job_id not in job_input_requests: | ||
request_inputs = p_storage.read_job_input_data(job_id, 0, NUM_REQUESTS_PER_READ) | ||
job_input_requests[job_id] = request_inputs | ||
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current_start_idx = current_job_offsets[job_id] | ||
current_end_idx = current_start_idx + len(job_input_requests[job_id]) | ||
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# this reads request backward, so it only reads necessary part. | ||
if start_index < current_start_idx: | ||
if start_index + num_requests < current_start_idx + 1: | ||
temp_len = num_requests | ||
diff_requests = p_storage.read_job_input_data(job_id, start_index, temp_len) | ||
job_input_requests[job_id] = diff_requests | ||
else: | ||
temp_len = current_start_idx + 1 - start_index | ||
diff_requests = p_storage.read_job_input_data(job_id, start_index, temp_len) | ||
job_input_requests[job_id] = diff_requests + job_input_requests[job_id] | ||
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current_job_offsets[job_id], current_start_idx = start_index, start_index | ||
current_end_idx = current_start_idx + len(job_input_requests[job_id]) | ||
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# the cached parts miss already, this throws away old caches. | ||
if start_index >= current_end_idx: | ||
current_job_offsets[job_id] = start_index | ||
job_input_requests[job_id] = [] | ||
current_start_idx, current_end_idx = start_index, start_index | ||
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# now this reads necessary requests at least for a length of num_requests. | ||
if start_index + num_requests > current_end_idx: | ||
temp_len = start_index + num_requests - current_end_idx | ||
diff_requests = p_storage.read_job_input_data(job_id, current_end_idx, temp_len) | ||
job_input_requests[job_id] = job_input_requests[job_id] + diff_requests | ||
current_end_idx = current_job_offsets[job_id] + len(job_input_requests[job_id]) | ||
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available_num_req = min(num_requests, current_end_idx - start_index) | ||
start_offset = start_index - current_start_idx | ||
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requests = job_input_requests[job_id][ | ||
start_offset : start_offset + available_num_req | ||
] | ||
# print("debug", len(requests)) | ||
return requests | ||
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def put_storage_job_results(job_id, start_index, requests_results): | ||
"""Write job results on a specific index.""" | ||
p_storage.write_job_output_data(job_id, start_index, requests_results) | ||
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def get_storage_job_results(job_id, start_index, num_requests): | ||
"""Read job requests results.""" | ||
return p_storage.read_job_output_data(job_id, start_index, num_requests) | ||
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def remove_storage_job_data(job_id): | ||
"""Remove job all relevant data.""" | ||
p_storage.delete_job_data(job_id) | ||
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def get_job_request_len(job_id): | ||
"""Get the number of requests for the job_id.""" | ||
return p_storage.get_job_number_requests(job_id) |
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