| import json
|
| import sys
|
| import os
|
| import io
|
| import base64
|
| import datetime
|
| import hashlib
|
| import hmac
|
| import requests
|
| import time
|
| from PIL import Image
|
| import torch
|
| from .imagefunc import tensor2pil, pil2tensor, log, get_api_key, fit_resize_image
|
|
|
| jimeng_i2i_model_list = ["jimeng_i2i_v30"]
|
| jimeng_t2i_model_list = ["jimeng_high_aes_general_v21_L"]
|
|
|
|
|
| method = 'POST'
|
| host = 'visual.volcengineapi.com'
|
| region = 'cn-north-1'
|
| endpoint = 'https://visual.volcengineapi.com'
|
| service = 'cv'
|
| image_max_side_length = 4096
|
|
|
| def sign(key, msg):
|
| return hmac.new(key, msg.encode('utf-8'), hashlib.sha256).digest()
|
|
|
| def getSignatureKey(key, dateStamp, regionName, serviceName):
|
| kDate = sign(key.encode('utf-8'), dateStamp)
|
| kRegion = sign(kDate, regionName)
|
| kService = sign(kRegion, serviceName)
|
| kSigning = sign(kService, 'request')
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| return kSigning
|
|
|
| def formatQuery(parameters):
|
| request_parameters_init = ''
|
| for key in sorted(parameters):
|
| request_parameters_init += key + '=' + parameters[key] + '&'
|
| request_parameters = request_parameters_init[:-1]
|
| return request_parameters
|
|
|
|
|
| def signV4Request(access_key, secret_key, service, req_query, req_body):
|
| if access_key is None or secret_key is None:
|
| print('No access key is available.')
|
| sys.exit()
|
|
|
| t = datetime.datetime.utcnow()
|
| current_date = t.strftime('%Y%m%dT%H%M%SZ')
|
|
|
| datestamp = t.strftime('%Y%m%d')
|
| canonical_uri = '/'
|
| canonical_querystring = req_query
|
| signed_headers = 'content-type;host;x-content-sha256;x-date'
|
| payload_hash = hashlib.sha256(req_body.encode('utf-8')).hexdigest()
|
| content_type = 'application/json'
|
| canonical_headers = 'content-type:' + content_type + '\n' + 'host:' + host + \
|
| '\n' + 'x-content-sha256:' + payload_hash + \
|
| '\n' + 'x-date:' + current_date + '\n'
|
| canonical_request = method + '\n' + canonical_uri + '\n' + canonical_querystring + \
|
| '\n' + canonical_headers + '\n' + signed_headers + '\n' + payload_hash
|
|
|
| algorithm = 'HMAC-SHA256'
|
| credential_scope = datestamp + '/' + region + '/' + service + '/' + 'request'
|
| string_to_sign = algorithm + '\n' + current_date + '\n' + credential_scope + '\n' + hashlib.sha256(
|
| canonical_request.encode('utf-8')).hexdigest()
|
|
|
| signing_key = getSignatureKey(secret_key, datestamp, region, service)
|
|
|
| signature = hmac.new(signing_key, (string_to_sign).encode(
|
| 'utf-8'), hashlib.sha256).hexdigest()
|
|
|
|
|
| authorization_header = algorithm + ' ' + 'Credential=' + access_key + '/' + \
|
| credential_scope + ', ' + 'SignedHeaders=' + \
|
| signed_headers + ', ' + 'Signature=' + signature
|
|
|
| headers = {'X-Date': current_date,
|
| 'Authorization': authorization_header,
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| 'X-Content-Sha256': payload_hash,
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| 'Content-Type': content_type
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| }
|
|
|
|
|
|
|
| request_url = endpoint + '?' + canonical_querystring
|
|
|
|
|
|
|
| try:
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| r = requests.post(request_url, headers=headers, data=req_body)
|
| except Exception as err:
|
| print(f'error occurred: {err}')
|
| raise
|
| else:
|
|
|
|
|
|
|
| resp_str = r.text.replace("\\u0026", "&")
|
|
|
| return json.loads(resp_str)
|
|
|
| def round_to_multiple_of_16(x):
|
| return int(round(x / 16)) * 16
|
|
|
| def get_closest_api_size(orig_width, orig_height):
|
| """
|
| 根据原始图片尺寸,返回最接近的API尺寸。
|
| """
|
| aspect = orig_width / orig_height
|
| max_width, max_height = 2016, 1536
|
| max_aspect = max_width / max_height
|
|
|
| if aspect > max_aspect:
|
|
|
| width = max_width
|
| height = width / aspect
|
| else:
|
|
|
| height = max_height
|
| width = aspect * height
|
|
|
|
|
| width = round_to_multiple_of_16(width)
|
| height = round_to_multiple_of_16(height)
|
|
|
|
|
| width = min(max(width, 512), 2016)
|
| height = min(max(height, 512), 1536)
|
|
|
| return width, height
|
|
|
|
|
|
|
| class LS_Jimeng_i2i_API:
|
|
|
| def __init__(self):
|
| self.NODE_NAME = 'Jimeng Image2Image API'
|
| pass
|
|
|
| @classmethod
|
| def INPUT_TYPES(self):
|
| return {
|
| "required": {
|
| "image": ("IMAGE",),
|
| "model": (jimeng_i2i_model_list,),
|
| "time_out": ("INT", {"default": 300, "min": 1, "max": 3600, "step": 1}),
|
| "scale": ("FLOAT", {"default": 0.5, "min": 0, "max": 1, "step": 0.1}),
|
| "seed": ("INT", {"default": 0, "min": 0, "max": 1e18, "step": 1}),
|
| "prompt": ("STRING", {"default": "", "multiline": True}),
|
| },
|
| "optional": {
|
| }
|
| }
|
|
|
| RETURN_TYPES = ("IMAGE",)
|
| RETURN_NAMES = ("image",)
|
| FUNCTION = 'run_jimeng_i2i_api'
|
| CATEGORY = '😺dzNodes/LayerUtility'
|
|
|
| def run_jimeng_i2i_api(self, image, model, time_out, scale, seed, prompt):
|
| ret_images = []
|
| access_key = get_api_key("volcengine_AccessKeyId")
|
| secret_key = get_api_key("volcengine_SecretAccessKey")
|
|
|
|
|
| orig_width = image.shape[2]
|
| orig_height = image.shape[1]
|
| output_width, output_height = get_closest_api_size(orig_width, orig_height)
|
|
|
| for img in image:
|
| img = torch.unsqueeze(img, 0)
|
| orig_image = tensor2pil(img).convert('RGB')
|
| orig_image = fit_resize_image(orig_image, output_width, output_height, 'fill', Image.BICUBIC)
|
| buffered = io.BytesIO()
|
| orig_image.save(buffered, format="JPEG")
|
| image_bytes = buffered.getvalue()
|
| image_base64 = base64.b64encode(image_bytes).decode("utf-8")
|
| body_params = {
|
| "req_key": model,
|
| "binary_data_base64": [image_base64],
|
| "prompt": prompt,
|
| "seed": seed,
|
| "scale": scale,
|
| "width": output_width,
|
| "height": output_height,
|
| }
|
| formatted_body = json.dumps(body_params)
|
|
|
| query_params = {
|
| 'Action': 'CVSync2AsyncSubmitTask',
|
| 'Version': '2022-08-31',
|
| }
|
| formatted_query = formatQuery(query_params)
|
|
|
|
|
|
|
| result = signV4Request(access_key, secret_key, service, formatQuery(query_params), formatted_body)
|
| response_code = result["code"]
|
| if response_code > 10000:
|
| print(f"Error: {result}")
|
| raise Exception(f"error code: {response_code}")
|
| task_id = result["data"]["task_id"]
|
| log(f"Send Request to Jimeng API: task_id = {task_id}")
|
|
|
|
|
| start_time = time.time()
|
| check_interval = 1
|
| check_timeout = 60
|
|
|
| query_params["Action"] = 'CVSync2AsyncGetResult'
|
| formatted_query = formatQuery(query_params)
|
|
|
| body_params = {
|
| "req_key": "jimeng_i2i_v30",
|
| "task_id": task_id,
|
| }
|
| formatted_body = json.dumps(body_params)
|
|
|
| while True:
|
| time.sleep(check_interval)
|
| result = signV4Request(access_key, secret_key, service, formatted_query, formatted_body)
|
| query_status = result["data"]["status"]
|
| if query_status == "done":
|
|
|
| break
|
| if time.time() - start_time > check_timeout:
|
| raise Exception("Jimeng API Timeout")
|
|
|
| end_time = time.time()
|
| use_time = round(end_time - start_time, 2)
|
| log(f"Jimeng API responded in {use_time} seconds.")
|
|
|
| base64_str = result["data"]["binary_data_base64"][0]
|
| image_data = base64.b64decode(base64_str)
|
| ret_image = Image.open(io.BytesIO(image_data))
|
| ret_images.append(pil2tensor(ret_image))
|
|
|
| return (torch.cat(ret_images, dim=0),)
|
|
|
|
|
| NODE_CLASS_MAPPINGS = {
|
| "LayerUtility: JimengI2IAPI": LS_Jimeng_i2i_API,
|
| }
|
|
|
| NODE_DISPLAY_NAME_MAPPINGS = {
|
| "LayerUtility: JimengI2IAPI": "LayerUtility: Jimeng Imgae to Image API (Advance)",
|
| } |