From fe11592f6afe190c4faff253b5a40b5d17aef285 Mon Sep 17 00:00:00 2001
From: Ted Sanders <ted@openai.com>
Date: Fri, 20 Jan 2023 14:07:18 -0800
Subject: [PATCH] adds parallel processing script

---
 examples/api_request_parallel_processor.py    |   428 +
 ...example_requests_to_parallel_process.jsonl | 10000 ++++++++++++++++
 2 files changed, 10428 insertions(+)
 create mode 100644 examples/api_request_parallel_processor.py
 create mode 100644 examples/data/example_requests_to_parallel_process.jsonl

diff --git a/examples/api_request_parallel_processor.py b/examples/api_request_parallel_processor.py
new file mode 100644
index 00000000..2c73c175
--- /dev/null
+++ b/examples/api_request_parallel_processor.py
@@ -0,0 +1,428 @@
+"""
+API REQUEST PARALLEL PROCESSOR
+
+Using the OpenAI API to process lots of text quickly takes some care.
+If you trickle in a million API requests one by one, they'll take days to complete.
+If you flood a million API requests in parallel, they'll exceed the rate limits and fail with errors.
+To maximize throughput, parallel requests need to be throttled to stay under rate limits.
+
+This script parallelizes requests to the OpenAI API while throttling to stay under rate limits.
+
+Features:
+- Streams requests from file, to avoid running out of memory for giant jobs
+- Makes requests concurrently, to maximize throughput
+- Throttles request and token usage, to stay under rate limits
+- Retries failed requests up to {max_attempts} times, to avoid missing data
+- Logs errors, to diagnose problems with requests
+
+Example command to call script:
+```
+python examples/api_request_parallel_processor.py \
+  --requests_filepath examples/data/example_requests_to_parallel_process.jsonl \
+  --save_filepath examples/data/example_requests_to_parallel_process_results.jsonl \
+  --request_url https://api.openai.com/v1/embeddings \
+  --max_requests_per_minute 1500 \
+  --max_tokens_per_minute 6250000 \
+  --token_encoding_name cl100k_base \
+  --max_attempts 5 \
+  --logging_level 20
+```
+
+Inputs:
+- requests_filepath : str
+    - path to the file containing the requests to be processed
+    - file should be a jsonl file, where each line is a json object with API parameters
+    - e.g., {"model": "text-embedding-ada-002", "input": "embed me"}
+    - as with all jsonl files, take care that newlines in the content are properly escaped (json.dumps does this automatically)
+    - an example file is provided at examples/data/example_requests_to_parallel_process.jsonl
+    - the code to generate the example file is appended to the bottom of this script
+- save_filepath : str, optional
+    - path to the file where the results will be saved
+    - file will be a jsonl file, where each line is an array with the original request plus the API response
+    - e.g., [{"model": "text-embedding-ada-002", "input": "embed me"}, {...}]
+    - if omitted, results will be saved to {requests_filename}_results.jsonl
+- request_url : str, optional
+    - URL of the API endpoint to call
+    - if omitted, will default to "https://api.openai.com/v1/embeddings"
+- api_key : str, optional
+    - API key to use
+    - if omitted, the script will attempt to read it from an environment variable {os.getenv("OPENAI_API_KEY")}
+- max_requests_per_minute : float, optional
+    - target number of requests to make per minute (will make less if limited by tokens)
+    - leave headroom by setting this to 50% or 75% of your limit
+    - if requests are limiting you, try batching multiple embeddings or completions into one request
+    - if omitted, will default to 1,500
+- max_tokens_per_minute : float, optional
+    - target number of tokens to use per minute (will use less if limited by requests)
+    - leave headroom by setting this to 50% or 75% of your limit
+    - if omitted, will default to 125,000
+- token_encoding_name : str, optional
+    - name of the token encoding used, as defined in the `tiktoken` package
+    - if omitted, will default to "cl100k_base" (used by `text-embedding-ada-002`)
+- max_attempts : int, optional
+    - number of times to retry a failed request before giving up
+    - if omitted, will default to 5
+- logging_level : int, optional
+    - level of logging to use; higher numbers will log fewer messages
+    - 40 = ERROR; will log only when requests fail after all retries
+    - 30 = WARNING; will log when requests his rate limits or other errors
+    - 20 = INFO; will log when requests start and the status at finish
+    - 10 = DEBUG; will log various things as the loop runs to see when they occur
+    - if omitted, will default to 20 (INFO).
+
+The script is structured as follows:
+    - Imports
+    - Define main()
+        - Initialize things
+        - In main loop:
+            - Get next request if one is not already waiting for capacity
+            - Update available token & request capacity
+            - If enough capacity available, call API
+            - The loop pauses if a rate limit error is hit
+            - The loop breaks when no tasks remain
+    - Define dataclasses
+        - StatusTracker (stores script metadata counters; only one instance is created)
+        - APIRequest (stores API inputs, outputs, metadata; one method to call API)
+    - Define functions
+        - api_endpoint_from_url (extracts API endpoint from request URL)
+        - append_to_jsonl (writes to results file)
+        - num_tokens_consumed_from_request (bigger function to infer token usage from request)
+        - task_id_generator_function (yields 1, 2, 3, ...)
+    - Run main()
+"""
+
+# imports
+import aiohttp  # for making API calls concurrently
+import argparse  # for running script from command line
+import asyncio  # for running API calls concurrently
+import json  # for saving results to a jsonl file
+import logging  # for logging rate limit warnings and other messages
+import os  # for reading API key
+import tiktoken  # for counting tokens
+import time  # for sleeping after rate limit is hit
+from dataclasses import dataclass  # for storing API inputs, outputs, and metadata
+
+
+async def process_api_requests_from_file(
+    requests_filepath: str,
+    save_filepath: str,
+    request_url: str,
+    api_key: str,
+    max_requests_per_minute: float,
+    max_tokens_per_minute: float,
+    token_encoding_name: str,
+    max_attempts: int,
+    logging_level: int,
+):
+    """Processes API requests in parallel, throttling to stay under rate limits."""
+    # constants
+    seconds_to_pause_after_rate_limit_error = 15
+    seconds_to_sleep_each_loop = 0.001  # 1 ms limits max throughput to 1,000 requests per second
+
+    # initialize logging
+    logging.basicConfig(level=logging_level)
+    logging.debug(f"Logging initialized at level {logging_level}")
+
+    # infer API endpoint and construct request header
+    api_endpoint = api_endpoint_from_url(request_url)
+    request_header = {"Authorization": f"Bearer {api_key}"}
+
+    # initialize trackers
+    queue_of_requests_to_retry = asyncio.Queue()
+    task_id_generator = task_id_generator_function()  # generates integer IDs of 1, 2, 3, ...
+    status_tracker = StatusTracker()  # single instance to track a collection of variables
+    next_request = None  # variable to hold the next request to call
+
+    # initialize available capacity counts
+    available_request_capacity = max_requests_per_minute
+    available_token_capacity = max_tokens_per_minute
+    last_update_time = time.time()
+
+    # intialize flags
+    file_not_finished = True  # after file is empty, we'll skip reading it
+    logging.debug(f"Initialization complete.")
+
+    # initialize file reading
+    with open(requests_filepath) as file:
+        # `requests` will provide requests one at a time
+        requests = file.__iter__()
+        logging.debug(f"File opened. Entering main loop")
+
+        while True:
+            # get next request (if one is not already waiting for capacity)
+            if next_request is None:
+                if queue_of_requests_to_retry.empty() is False:
+                    next_request = queue_of_requests_to_retry.get_nowait()
+                    logging.debug(f"Retrying request {next_request.task_id}: {next_request}")
+                elif file_not_finished:
+                    try:
+                        # get new request
+                        request_json = eval(next(requests))
+                        next_request = APIRequest(
+                            task_id=next(task_id_generator),
+                            request_json=request_json,
+                            token_consumption=num_tokens_consumed_from_request(request_json, api_endpoint, token_encoding_name),
+                            attempts_left=max_attempts,
+                        )
+                        status_tracker.num_tasks_started += 1
+                        status_tracker.num_tasks_in_progress += 1
+                        logging.debug(f"Reading request {next_request.task_id}: {next_request}")
+                    except StopIteration:
+                        # if file runs out, set flag to stop reading it
+                        logging.debug("Read file exhausted")
+                        file_not_finished = False
+
+            # update available capacity
+            current_time = time.time()
+            seconds_since_update = current_time - last_update_time
+            available_request_capacity = min(
+                available_request_capacity + max_requests_per_minute * seconds_since_update / 60.0,
+                max_requests_per_minute,
+            )
+            available_token_capacity = min(
+                available_token_capacity + max_tokens_per_minute * seconds_since_update / 60.0,
+                max_tokens_per_minute,
+            )
+            last_update_time = current_time
+
+            # if enough capacity available, call API
+            if next_request:
+                next_request_tokens = next_request.token_consumption
+                if (
+                    available_request_capacity >= 1
+                    and available_token_capacity >= next_request_tokens
+                ):
+                    # update counters
+                    available_request_capacity -= 1
+                    available_token_capacity -= next_request_tokens
+                    next_request.attempts_left -= 1
+
+                    # call API
+                    asyncio.create_task(
+                        next_request.call_API(
+                            request_url=request_url,
+                            request_header=request_header,
+                            retry_queue=queue_of_requests_to_retry,
+                            save_filepath=save_filepath,
+                            status_tracker=status_tracker,
+                        )
+                    )
+                    next_request = None  # reset next_request to empty
+
+            # if all tasks are finished, break
+            if status_tracker.num_tasks_in_progress == 0:
+                break
+
+            # main loop sleeps briefly so concurrent tasks can run
+            await asyncio.sleep(seconds_to_sleep_each_loop)
+
+            # if a rate limit error was hit recently, pause to cool down
+            seconds_since_rate_limit_error = (time.time() - status_tracker.time_of_last_rate_limit_error)
+            if seconds_since_rate_limit_error < seconds_to_pause_after_rate_limit_error:
+                remaining_seconds_to_pause = (seconds_to_pause_after_rate_limit_error - seconds_since_rate_limit_error)
+                await asyncio.sleep(remaining_seconds_to_pause)
+                # ^e.g., if pause is 15 seconds and final limit was hit 5 seconds ago
+                logging.warn(f"Pausing to cool down until {time.ctime(status_tracker.time_of_last_rate_limit_error + seconds_to_pause_after_rate_limit_error)}")
+
+        # after finishing, log final status
+        logging.info(f"""Parallel processing complete. Results saved to {save_filepath}""")
+        if status_tracker.num_tasks_failed > 0:
+            logging.warning(f"{status_tracker.num_tasks_failed} / {status_tracker.num_tasks_started} requests failed. Errors logged to {save_filepath}.")
+        if status_tracker.num_rate_limit_errors > 0:
+            logging.warning(f"{status_tracker.num_rate_limit_errors} rate limit errors received. Consider running at a lower rate.")
+
+
+# dataclasses
+
+
+@dataclass
+class StatusTracker:
+    """Stores metadata about the script's progress. Only one instance is created."""
+
+    num_tasks_started: int = 0
+    num_tasks_in_progress: int = 0  # script ends when this reaches 0
+    num_tasks_succeeded: int = 0
+    num_tasks_failed: int = 0
+    num_rate_limit_errors: int = 0
+    num_api_errors: int = 0  # excluding rate limit errors, counted above
+    num_other_errors: int = 0
+    time_of_last_rate_limit_error: int = 0  # used to cool off after hitting rate limits
+
+
+@dataclass
+class APIRequest:
+    """Stores an API request's inputs, outputs, and other metadata. Contains a method to make an API call."""
+
+    task_id: int
+    request_json: dict
+    token_consumption: int
+    attempts_left: int
+    result = []
+
+    async def call_API(
+        self,
+        request_url: str,
+        request_header: dict,
+        retry_queue: asyncio.Queue,
+        save_filepath: str,
+        status_tracker: StatusTracker,
+    ):
+        """Calls the OpenAI API and saves results."""
+        logging.info(f"Starting request #{self.task_id}")
+        error = None
+        try:
+            async with aiohttp.ClientSession() as session:
+                async with session.post(
+                    url=request_url, headers=request_header, json=self.request_json
+                ) as response:
+                    response = await response.json()
+            if "error" in response:
+                logging.warning(
+                    f"Request {self.task_id} failed with error {response['error']}"
+                )
+                status_tracker.num_api_errors += 1
+                error = response
+                if "Rate limit" in response["error"].get("message", ""):
+                    status_tracker.time_of_last_rate_limit_error = time.time()
+                    status_tracker.num_rate_limit_errors += 1
+                    status_tracker.num_api_errors -= 1  # rate limit errors are counted separately
+
+        except Exception as e:  # catching naked exceptions is bad practice, but in this case we'll log & save them
+            logging.warning(f"Request {self.task_id} failed with Exception {e}")
+            status_tracker.num_other_errors += 1
+            error = e
+        if error:
+            self.result.append(error)
+            if self.attempts_left:
+                retry_queue.put_nowait(self)
+            else:
+                logging.error(f"Request {self.request_json} failed after all attempts. Saving errors: {self.result}")
+                append_to_jsonl([self.request_json, self.result], save_filepath)
+                status_tracker.num_tasks_in_progress -= 1
+                status_tracker.num_tasks_failed += 1
+        else:
+            append_to_jsonl([self.request_json, response], save_filepath)
+            status_tracker.num_tasks_in_progress -= 1
+            status_tracker.num_tasks_succeeded += 1
+            logging.debug(f"Request {self.task_id} saved to {save_filepath}")
+
+
+# functions
+
+
+def api_endpoint_from_url(request_url):
+    """Extract the API endpoint from the request URL."""
+    return request_url.split("/")[-1]
+
+
+def append_to_jsonl(data, filename: str) -> None:
+    """Append a json payload to the end of a jsonl file."""
+    json_string = json.dumps(data)
+    with open(filename, "a") as f:
+        f.write(json_string + "\n")
+
+
+def num_tokens_consumed_from_request(
+    request_json: dict,
+    api_endpoint: str,
+    token_encoding_name: str,
+):
+    """Count the number of tokens in the request. Only supports completion and embedding requests."""
+    encoding = tiktoken.get_encoding(token_encoding_name)
+    # if completions request, tokens = prompt + n * max_tokens
+    if api_endpoint == "completions":
+        prompt = request_json["prompt"]
+        max_tokens = request_json.get("max_tokens", 15)
+        n = request_json.get("n", 1)
+        completion_tokens = n * max_tokens
+        if isinstance(prompt, str):  # single prompt
+            prompt_tokens = len(encoding.encode(prompt))
+            num_tokens = prompt_tokens + completion_tokens
+            return num_tokens
+        elif isinstance(prompt, list):  # multiple prompts
+            prompt_tokens = sum([len(encoding.encode(p)) for p in prompt])
+            num_tokens = prompt_tokens + completion_tokens
+            return num_tokens
+        else:
+            raise TypeError('Expecting either string or list of strings for "prompt" field in completion request')
+    # if embeddings request, tokens = input tokens
+    elif api_endpoint == "embeddings":
+        input = request_json["input"]
+        if isinstance(input, str):  # single input
+            num_tokens = len(encoding.encode(input))
+            return num_tokens
+        elif isinstance(input, list):  # multiple inputs
+            num_tokens = sum([len(encoding.encode(i)) for i in input])
+            return num_tokens
+        else:
+            raise TypeError('Expecting either string or list of strings for "inputs" field in embedding request')
+    # more logic needed to support other API calls (e.g., edits, inserts, DALL-E)
+    else:
+        raise NotImplementedError(f'API endpoint "{api_endpoint}" not implemented in this script')
+
+
+def task_id_generator_function():
+    """Generate integers 0, 1, 2, and so on."""
+    task_id = 0
+    while True:
+        yield task_id
+        task_id += 1
+
+
+# run script
+
+
+if __name__ == "__main__":
+    # parse command line arguments
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--requests_filepath")
+    parser.add_argument("--save_filepath", default=None)
+    parser.add_argument("--request_url", default="https://api.openai.com/v1/embeddings")
+    parser.add_argument("--api_key", default=os.getenv("OPENAI_API_KEY"))
+    parser.add_argument("--max_requests_per_minute", type=int, default=3_000 * 0.5)
+    parser.add_argument("--max_tokens_per_minute", type=int, default=250_000 * 0.5)
+    parser.add_argument("--token_encoding_name", default="cl100k_base")
+    parser.add_argument("--max_attempts", type=int, default=5)
+    parser.add_argument("--logging_level", default=logging.INFO)
+    args = parser.parse_args()
+
+    if args.save_filepath is None:
+        args.save_filepath = args.requests_filepath.replace(".jsonl", "_results.jsonl")
+
+    # run script
+    asyncio.run(
+        process_api_requests_from_file(
+            requests_filepath=args.requests_filepath,
+            save_filepath=args.save_filepath,
+            request_url=args.request_url,
+            api_key=args.api_key,
+            max_requests_per_minute=float(args.max_requests_per_minute),
+            max_tokens_per_minute=float(args.max_tokens_per_minute),
+            token_encoding_name=args.token_encoding_name,
+            max_attempts=int(args.max_attempts),
+            logging_level=int(args.logging_level),
+        )
+    )
+
+
+"""
+APPENDIX
+
+The example requests file at openai-cookbook/examples/data/example_requests_to_parallel_process.jsonl contains 10,000 requests to text-embedding-ada-002.
+
+It was generated with the following code:
+
+```python
+import json
+
+filename = "data/example_requests_to_parallel_process.jsonl"
+n_requests = 10_000
+jobs = [{"model": "text-embedding-ada-002", "input": str(x) + "\n"} for x in range(n_requests)]
+with open(filename, "w") as f:
+    for job in jobs:
+        json_string = json.dumps(job)
+        f.write(json_string + "\n")
+```
+
+As with all jsonl files, take care that newlines in the content are properly escaped (json.dumps does this automatically).
+"""
diff --git a/examples/data/example_requests_to_parallel_process.jsonl b/examples/data/example_requests_to_parallel_process.jsonl
new file mode 100644
index 00000000..43da2c57
--- /dev/null
+++ b/examples/data/example_requests_to_parallel_process.jsonl
@@ -0,0 +1,10000 @@
+{"model": "text-embedding-ada-002", "input": "0\n"}
+{"model": "text-embedding-ada-002", "input": "1\n"}
+{"model": "text-embedding-ada-002", "input": "2\n"}
+{"model": "text-embedding-ada-002", "input": "3\n"}
+{"model": "text-embedding-ada-002", "input": "4\n"}
+{"model": "text-embedding-ada-002", "input": "5\n"}
+{"model": "text-embedding-ada-002", "input": "6\n"}
+{"model": "text-embedding-ada-002", "input": "7\n"}
+{"model": "text-embedding-ada-002", "input": "8\n"}
+{"model": "text-embedding-ada-002", "input": "9\n"}
+{"model": "text-embedding-ada-002", "input": "10\n"}
+{"model": "text-embedding-ada-002", "input": "11\n"}
+{"model": "text-embedding-ada-002", "input": "12\n"}
+{"model": "text-embedding-ada-002", "input": "13\n"}
+{"model": "text-embedding-ada-002", "input": "14\n"}
+{"model": "text-embedding-ada-002", "input": "15\n"}
+{"model": "text-embedding-ada-002", "input": "16\n"}
+{"model": "text-embedding-ada-002", "input": "17\n"}
+{"model": "text-embedding-ada-002", "input": "18\n"}
+{"model": "text-embedding-ada-002", "input": "19\n"}
+{"model": "text-embedding-ada-002", "input": "20\n"}
+{"model": "text-embedding-ada-002", "input": "21\n"}
+{"model": "text-embedding-ada-002", "input": "22\n"}
+{"model": "text-embedding-ada-002", "input": "23\n"}
+{"model": "text-embedding-ada-002", "input": "24\n"}
+{"model": "text-embedding-ada-002", "input": "25\n"}
+{"model": "text-embedding-ada-002", "input": "26\n"}
+{"model": "text-embedding-ada-002", "input": "27\n"}
+{"model": "text-embedding-ada-002", "input": "28\n"}
+{"model": "text-embedding-ada-002", "input": "29\n"}
+{"model": "text-embedding-ada-002", "input": "30\n"}
+{"model": "text-embedding-ada-002", "input": "31\n"}
+{"model": "text-embedding-ada-002", "input": "32\n"}
+{"model": "text-embedding-ada-002", "input": "33\n"}
+{"model": "text-embedding-ada-002", "input": "34\n"}
+{"model": "text-embedding-ada-002", "input": "35\n"}
+{"model": "text-embedding-ada-002", "input": "36\n"}
+{"model": "text-embedding-ada-002", "input": "37\n"}
+{"model": "text-embedding-ada-002", "input": "38\n"}
+{"model": "text-embedding-ada-002", "input": "39\n"}
+{"model": "text-embedding-ada-002", "input": "40\n"}
+{"model": "text-embedding-ada-002", "input": "41\n"}
+{"model": "text-embedding-ada-002", "input": "42\n"}
+{"model": "text-embedding-ada-002", "input": "43\n"}
+{"model": "text-embedding-ada-002", "input": "44\n"}
+{"model": "text-embedding-ada-002", "input": "45\n"}
+{"model": "text-embedding-ada-002", "input": "46\n"}
+{"model": "text-embedding-ada-002", "input": "47\n"}
+{"model": "text-embedding-ada-002", "input": "48\n"}
+{"model": "text-embedding-ada-002", "input": "49\n"}
+{"model": "text-embedding-ada-002", "input": "50\n"}
+{"model": "text-embedding-ada-002", "input": "51\n"}
+{"model": "text-embedding-ada-002", "input": "52\n"}
+{"model": "text-embedding-ada-002", "input": "53\n"}
+{"model": "text-embedding-ada-002", "input": "54\n"}
+{"model": "text-embedding-ada-002", "input": "55\n"}
+{"model": "text-embedding-ada-002", "input": "56\n"}
+{"model": "text-embedding-ada-002", "input": "57\n"}
+{"model": "text-embedding-ada-002", "input": "58\n"}
+{"model": "text-embedding-ada-002", "input": "59\n"}
+{"model": "text-embedding-ada-002", "input": "60\n"}
+{"model": "text-embedding-ada-002", "input": "61\n"}
+{"model": "text-embedding-ada-002", "input": "62\n"}
+{"model": "text-embedding-ada-002", "input": "63\n"}
+{"model": "text-embedding-ada-002", "input": "64\n"}
+{"model": "text-embedding-ada-002", "input": "65\n"}
+{"model": "text-embedding-ada-002", "input": "66\n"}
+{"model": "text-embedding-ada-002", "input": "67\n"}
+{"model": "text-embedding-ada-002", "input": "68\n"}
+{"model": "text-embedding-ada-002", "input": "69\n"}
+{"model": "text-embedding-ada-002", "input": "70\n"}
+{"model": "text-embedding-ada-002", "input": "71\n"}
+{"model": "text-embedding-ada-002", "input": "72\n"}
+{"model": "text-embedding-ada-002", "input": "73\n"}
+{"model": "text-embedding-ada-002", "input": "74\n"}
+{"model": "text-embedding-ada-002", "input": "75\n"}
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