New universal API with streaming/blocking endpoints (#990)
Previous title: Add api_streaming extension and update api-example-stream to use it * Merge with latest main * Add parameter capturing encoder_repetition_penalty * Change some defaults, minor fixes * Add --api, --public-api flags * remove unneeded/broken comment from blocking API startup. The comment is already correctly emitted in try_start_cloudflared by calling the lambda we pass in. * Update on_start message for blocking_api, it should say 'non-streaming' and not 'streaming' * Update the API examples * Change a comment * Update README * Remove the gradio API * Remove unused import * Minor change * Remove unused import --------- Co-authored-by: oobabooga <112222186+oobabooga@users.noreply.github.com>
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12 changed files with 346 additions and 286 deletions
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@ -1,39 +1,30 @@
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'''
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Contributed by SagsMug. Thank you SagsMug.
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https://github.com/oobabooga/text-generation-webui/pull/175
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'''
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import asyncio
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import json
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import random
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import string
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import sys
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import websockets
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try:
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import websockets
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except ImportError:
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print("Websockets package not found. Make sure it's installed.")
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# Gradio changes this index from time to time. To rediscover it, set VISIBLE = False in
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# modules/api.py and use the dev tools to inspect the request made after clicking on the
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# button called "Run" at the bottom of the UI
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GRADIO_FN = 34
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def random_hash():
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letters = string.ascii_lowercase + string.digits
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return ''.join(random.choice(letters) for i in range(9))
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# For local streaming, the websockets are hosted without ssl - ws://
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HOST = 'localhost:5005'
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URI = f'ws://{HOST}/api/v1/stream'
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# For reverse-proxied streaming, the remote will likely host with ssl - wss://
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# URI = 'wss://your-uri-here.trycloudflare.com/api/v1/stream'
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async def run(context):
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server = "127.0.0.1"
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params = {
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'max_new_tokens': 200,
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# Note: the selected defaults change from time to time.
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request = {
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'prompt': context,
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'max_new_tokens': 250,
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'do_sample': True,
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'temperature': 0.72,
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'top_p': 0.73,
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'temperature': 1.3,
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'top_p': 0.1,
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'typical_p': 1,
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'repetition_penalty': 1.1,
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'encoder_repetition_penalty': 1.0,
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'top_k': 0,
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'repetition_penalty': 1.18,
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'top_k': 40,
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'min_length': 0,
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'no_repeat_ngram_size': 0,
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'num_beams': 1,
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@ -45,48 +36,31 @@ async def run(context):
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'truncation_length': 2048,
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'ban_eos_token': False,
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'skip_special_tokens': True,
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'stopping_strings': [],
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'stopping_strings': []
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}
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payload = json.dumps([context, params])
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session = random_hash()
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async with websockets.connect(f"ws://{server}:7860/queue/join") as websocket:
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while content := json.loads(await websocket.recv()):
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# Python3.10 syntax, replace with if elif on older
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match content["msg"]:
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case "send_hash":
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await websocket.send(json.dumps({
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"session_hash": session,
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"fn_index": GRADIO_FN
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}))
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case "estimation":
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pass
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case "send_data":
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await websocket.send(json.dumps({
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"session_hash": session,
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"fn_index": GRADIO_FN,
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"data": [
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payload
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]
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}))
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case "process_starts":
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pass
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case "process_generating" | "process_completed":
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yield content["output"]["data"][0]
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# You can search for your desired end indicator and
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# stop generation by closing the websocket here
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if (content["msg"] == "process_completed"):
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break
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async with websockets.connect(URI) as websocket:
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await websocket.send(json.dumps(request))
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prompt = "What I would like to say is the following: "
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yield context # Remove this if you just want to see the reply
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while True:
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incoming_data = await websocket.recv()
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incoming_data = json.loads(incoming_data)
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match incoming_data['event']:
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case 'text_stream':
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yield incoming_data['text']
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case 'stream_end':
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return
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async def get_result():
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async def print_response_stream(prompt):
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async for response in run(prompt):
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# Print intermediate steps
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print(response)
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print(response, end='')
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sys.stdout.flush() # If we don't flush, we won't see tokens in realtime.
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# Print final result
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print(response)
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asyncio.run(get_result())
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if __name__ == '__main__':
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prompt = "In order to make homemade bread, follow these steps:\n1)"
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asyncio.run(print_response_stream(prompt))
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