added whisperx (mediasources need some fixes)

This commit is contained in:
Believethehype
2023-11-28 16:20:56 +01:00
parent a2433aa70c
commit 261bed427d
22 changed files with 1451 additions and 218 deletions

View File

@@ -31,9 +31,22 @@ class ImageGenerationDALLE(DVMTaskInterface):
admin_config: AdminConfig = None, options=None):
super().__init__(name, dvm_config, nip89config, admin_config, options)
def is_input_supported(self, input_type, input_content):
if input_type != "text":
return False
def is_input_supported(self, tags):
for tag in tags:
if tag.as_vec()[0] == 'i':
input_value = tag.as_vec()[1]
input_type = tag.as_vec()[2]
if input_type != "text":
return False
elif tag.as_vec()[0] == 'output':
output = tag.as_vec()[1]
if (output == "" or
not (output == "image/png" or "image/jpg"
or output == "image/png;format=url" or output == "image/jpg;format=url")):
print("Output format not supported, skipping..")
return False
return True
def create_request_form_from_nostr_event(self, event, client=None, dvm_config=None):

View File

@@ -30,15 +30,19 @@ class ImageGenerationSDXL(DVMTaskInterface):
def is_input_supported(self, tags):
for tag in tags:
if tag.as_vec()[0] == 'i':
if len(tag.as_vec()) < 3:
print("Job Event missing/malformed i tag, skipping..")
input_value = tag.as_vec()[1]
input_type = tag.as_vec()[2]
if input_type != "text":
return False
elif tag.as_vec()[0] == 'output':
output = tag.as_vec()[1]
if (output == "" or
not (output == "image/png" or "image/jpg"
or output == "image/png;format=url" or output == "image/jpg;format=url")):
print("Output format not supported, skipping..")
return False
else:
input_value = tag.as_vec()[1]
input_type = tag.as_vec()[2]
if input_type != "text":
return False
return True
def create_request_form_from_nostr_event(self, event, client=None, dvm_config=None):
@@ -134,11 +138,6 @@ class ImageGenerationSDXL(DVMTaskInterface):
}
request_form['options'] = json.dumps(options)
# old format, deprecated, will remove
request_form["optStr"] = ('model=' + model + ';ratio=' + str(ratio_width) + '-' + str(ratio_height) + ';size=' +
str(width) + '-' + str(height) + ';strength=' + str(strength) + ';guidance_scale=' +
str(guidance_scale) + ';lora=' + lora + ';lora_weight=' + lora_weight)
return request_form
def process(self, request_form):
@@ -152,7 +151,7 @@ class ImageGenerationSDXL(DVMTaskInterface):
thread = pool.apply_async(check_nova_server_status, (request_form['jobID'], self.options['nova_server']))
print("Wait for results of NOVA-Server...")
result = thread.get()
return str(result)
return result
except Exception as e:
raise Exception(e)

View File

@@ -0,0 +1,143 @@
import json
import os
import time
from multiprocessing.pool import ThreadPool
from pathlib import Path
from backends.nova_server import check_nova_server_status, send_request_to_nova_server, send_file_to_nova_server
from interfaces.dvmtaskinterface import DVMTaskInterface
from utils.admin_utils import AdminConfig
from utils.dvmconfig import DVMConfig
from utils.mediasource_utils import organize_input_data
from utils.nip89_utils import NIP89Config
from utils.definitions import EventDefinitions
"""
This File contains a Module to transform Text input on NOVA-Server and receive results back.
Accepted Inputs: Prompt (text)
Outputs: An url to an Image
Params: -model # models: juggernaut, dynavision, colossusProject, newreality, unstable
-lora # loras (weights on top of models) voxel,
"""
class SpeechToTextWhisperX(DVMTaskInterface):
KIND: int = EventDefinitions.KIND_NIP90_EXTRACT_TEXT
TASK: str = "speech-to-text"
COST: int = 1
def __init__(self, name, dvm_config: DVMConfig, nip89config: NIP89Config,
admin_config: AdminConfig = None, options=None):
super().__init__(name, dvm_config, nip89config, admin_config, options)
def is_input_supported(self, tags):
for tag in tags:
if tag.as_vec()[0] == 'i':
input_value = tag.as_vec()[1]
input_type = tag.as_vec()[2]
if input_type != "url":
return False
elif tag.as_vec()[0] == 'output':
output = tag.as_vec()[1]
if (output == "" or not (output == "text/plain")):
print("Output format not supported, skipping..")
return False
return True
def create_request_form_from_nostr_event(self, event, client=None, dvm_config=None):
request_form = {"jobID": event.id().to_hex() + "_" + self.NAME.replace(" ", ""),
"trainerFilePath": 'modules\\whisperx\\whisperx_transcript.trainer'}
if self.options.get("default_model"):
model = self.options['default_model']
else:
model = "base"
if self.options.get("alignment"):
alignment = self.options['alignment']
else:
alignment = "raw"
url = ""
input_type = "url"
start_time = 0
end_time = 0
for tag in event.tags():
if tag.as_vec()[0] == 'i':
input_type = tag.as_vec()[2]
if input_type == "url":
url = tag.as_vec()[1]
elif tag.as_vec()[0] == 'param':
print("Param: " + tag.as_vec()[1] + ": " + tag.as_vec()[2])
if tag.as_vec()[1] == "alignment":
alignment = tag.as_vec()[2]
elif tag.as_vec()[1] == "model":
model = tag.as_vec()[2]
elif tag.as_vec()[1] == "range": #hui
try:
t = time.strptime(tag.as_vec()[2], "%H:%M:%S")
seconds = t.tm_hour * 60 * 60 + t.tm_min * 60 + t.tm_sec
start_time = float(seconds)
except:
try:
t = time.strptime(tag.as_vec()[2], "%M:%S")
seconds = t.tm_min * 60 + t.tm_sec
start_time = float(seconds)
except:
start_time = tag.as_vec()[2]
try:
t = time.strptime(tag.as_vec()[3], "%H:%M:%S")
seconds = t.tm_hour * 60 * 60 + t.tm_min * 60 + t.tm_sec
end_time = float(seconds)
except:
try:
t = time.strptime(tag.as_vec()[3], "%M:%S")
seconds = t.tm_min * 60 + t.tm_sec
end_time = float(seconds)
except:
end_time = float(tag.as_vec()[3])
filepath = organize_input_data(url, input_type, start_time, end_time, dvm_config, client)
pathonserver = send_file_to_nova_server(filepath, self.options['nova_server'])
io_input = {
"id": "audio",
"type": "input",
"src": "file:stream",
"uri": pathonserver
}
io_output = {
"id": "transcript",
"type": "output",
"src": "request:annotation:free"
}
request_form['data'] = json.dumps([io_input, io_output])
options = {
"model": model,
"alignment_mode": alignment,
}
request_form['options'] = json.dumps(options)
return request_form
def process(self, request_form):
try:
# Call the process route of NOVA-Server with our request form.
response = send_request_to_nova_server(request_form, self.options['nova_server'])
if bool(json.loads(response)['success']):
print("Job " + request_form['jobID'] + " sent to NOVA-server")
pool = ThreadPool(processes=1)
thread = pool.apply_async(check_nova_server_status, (request_form['jobID'], self.options['nova_server']))
print("Wait for results of NOVA-Server...")
result = thread.get()
return result
except Exception as e:
raise Exception(e)

View File

@@ -29,10 +29,13 @@ class TextExtractionPDF(DVMTaskInterface):
admin_config: AdminConfig = None, options=None):
super().__init__(name, dvm_config, nip89config, admin_config, options)
def is_input_supported(self, input_type, input_content):
if input_type != "url" and input_type != "event":
return False
def is_input_supported(self, tags):
for tag in tags:
if tag.as_vec()[0] == 'i':
input_value = tag.as_vec()[1]
input_type = tag.as_vec()[2]
if input_type != "url" and input_type != "event":
return False
return True
def create_request_form_from_nostr_event(self, event, client=None, dvm_config=None):

View File

@@ -27,11 +27,15 @@ class Translation(DVMTaskInterface):
admin_config: AdminConfig = None, options=None):
super().__init__(name, dvm_config, nip89config, admin_config, options)
def is_input_supported(self, input_type, input_content):
if input_type != "event" and input_type != "job" and input_type != "text":
return False
if input_type != "text" and len(input_content) > 4999:
return False
def is_input_supported(self, tags):
for tag in tags:
if tag.as_vec()[0] == 'i':
input_value = tag.as_vec()[1]
input_type = tag.as_vec()[2]
if input_type != "event" and input_type != "job" and input_type != "text":
return False
if input_type != "text" and len(input_value) > 4999:
return False
return True
def create_request_form_from_nostr_event(self, event, client=None, dvm_config=None):