Spaces:
Running
on
A100
Running
on
A100
Update app.py to prevent users from running multiple jobs
Browse files
app.py
CHANGED
@@ -43,6 +43,8 @@ has_gpu = torch.cuda.is_available()
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# write_model_card=True,
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# )
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# )
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cli = "mergekit-yaml config.yaml merge --copy-tokenizer" + (
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" --cuda --low-cpu-memory --allow-crimes" if has_gpu else " --allow-crimes --out-shard-size 1B --lazy-unpickle"
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@@ -102,6 +104,7 @@ If you use it in your research, please cite the following paper:
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}
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```
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This Space is heavily inspired by LazyMergeKit by Maxime Labonne (see [Colab](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb)).
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"""
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@@ -113,16 +116,40 @@ examples = [[str(f)] for f in pathlib.Path("examples").glob("*.yaml")]
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COMMUNITY_HF_TOKEN = os.getenv("COMMUNITY_HF_TOKEN")
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def merge(yaml_config: str, hf_token: str, repo_name: str) -> Iterable[List[Log]]:
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runner = LogsViewRunner()
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if not yaml_config:
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yield runner.log("Empty yaml, pick an example below", level="ERROR")
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return
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try:
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merge_config = MergeConfiguration.model_validate(yaml.safe_load(yaml_config))
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except Exception as e:
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yield runner.log(f"Invalid yaml {e}", level="ERROR")
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return
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is_community_model = False
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@@ -132,6 +159,7 @@ def merge(yaml_config: str, hf_token: str, repo_name: str) -> Iterable[List[Log]
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f"Cannot upload merge model to namespace {repo_name.split('/')[0]}: you must provide a valid token.",
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level="ERROR",
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)
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return
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yield runner.log(
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"No HF token provided. Your merged model will be uploaded to the https://huggingface.co/mergekit-community organization."
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@@ -167,6 +195,7 @@ def merge(yaml_config: str, hf_token: str, repo_name: str) -> Iterable[List[Log]
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yield runner.log(f"Repo created: {repo_url}")
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except Exception as e:
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yield runner.log(f"Error creating repo {e}", level="ERROR")
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return
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# Set tmp HF_HOME to avoid filling up disk Space
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@@ -178,6 +207,7 @@ def merge(yaml_config: str, hf_token: str, repo_name: str) -> Iterable[List[Log]
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if runner.exit_code != 0:
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yield runner.log("Merge failed. Deleting repo as no model is uploaded.", level="ERROR")
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api.delete_repo(repo_url.repo_id)
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return
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yield runner.log("Model merged successfully. Uploading to HF.")
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@@ -188,11 +218,10 @@ def merge(yaml_config: str, hf_token: str, repo_name: str) -> Iterable[List[Log]
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)
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yield runner.log(f"Model successfully uploaded to HF: {repo_url.repo_id}")
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-
#
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-
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# Run garbage collection every hour to keep the community org clean.
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# Empty models might exists if the merge fails abruptly (e.g. if user leaves the Space).
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def _garbage_remover():
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try:
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garbage_collect_empty_models(token=COMMUNITY_HF_TOKEN)
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@@ -200,17 +229,13 @@ def _garbage_remover():
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print("Error running garbage collection", e)
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scheduler = BackgroundScheduler()
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restart_space_job = scheduler.add_job(_restart_space, "interval", seconds=21600)
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garbage_remover_job = scheduler.add_job(_garbage_remover, "interval", seconds=3600)
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scheduler.start()
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next_run_time_utc = restart_space_job.next_run_time.astimezone(timezone.utc)
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-
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NEXT_RESTART = f"Next Restart: {next_run_time_utc.strftime('%Y-%m-%d %H:%M:%S')} (UTC)"
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with gr.Blocks() as demo:
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gr.Markdown(MARKDOWN_DESCRIPTION)
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gr.Markdown(
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-
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with gr.Row():
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filename = gr.Textbox(visible=False, label="filename")
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config = gr.Code(language="yaml", lines=10, label="config.yaml")
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@@ -241,6 +266,5 @@ with gr.Blocks() as demo:
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button.click(fn=merge, inputs=[config, token, repo_name], outputs=[logs])
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-
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-
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demo.queue(default_concurrency_limit=1).launch()
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# write_model_card=True,
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# )
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# )
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# A simple in-memory dictionary to track users' ongoing jobs by user ID (username)
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active_jobs = {}
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cli = "mergekit-yaml config.yaml merge --copy-tokenizer" + (
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" --cuda --low-cpu-memory --allow-crimes" if has_gpu else " --allow-crimes --out-shard-size 1B --lazy-unpickle"
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}
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```
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+
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This Space is heavily inspired by LazyMergeKit by Maxime Labonne (see [Colab](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb)).
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"""
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COMMUNITY_HF_TOKEN = os.getenv("COMMUNITY_HF_TOKEN")
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def get_user_from_token(hf_token: str) -> str:
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"""Fetch the username associated with the Hugging Face token."""
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api = huggingface_hub.HfApi(token=hf_token)
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user_info = api.whoami()
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return user_info["name"] # Returns the username of the token owner
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def merge(yaml_config: str, hf_token: str, repo_name: str) -> Iterable[List[Log]]:
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# Get the user associated with the token
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try:
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username = get_user_from_token(hf_token)
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except Exception as e:
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yield Log(f"Error fetching user info: {e}", level="ERROR")
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return
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# Check if the user already has a job running
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if username in active_jobs and active_jobs[username]:
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yield Log(f"You already have a job running, {username}. Please wait until it's complete.", level="ERROR")
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return
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# Mark the job as active for the current user
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active_jobs[username] = True
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runner = LogsViewRunner()
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if not yaml_config:
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yield runner.log("Empty yaml, pick an example below", level="ERROR")
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active_jobs[username] = False
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return
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try:
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merge_config = MergeConfiguration.model_validate(yaml.safe_load(yaml_config))
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except Exception as e:
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yield runner.log(f"Invalid yaml {e}", level="ERROR")
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active_jobs[username] = False
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return
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is_community_model = False
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f"Cannot upload merge model to namespace {repo_name.split('/')[0]}: you must provide a valid token.",
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level="ERROR",
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)
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active_jobs[username] = False
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return
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yield runner.log(
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"No HF token provided. Your merged model will be uploaded to the https://huggingface.co/mergekit-community organization."
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yield runner.log(f"Repo created: {repo_url}")
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except Exception as e:
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yield runner.log(f"Error creating repo {e}", level="ERROR")
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active_jobs[username] = False
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return
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# Set tmp HF_HOME to avoid filling up disk Space
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if runner.exit_code != 0:
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yield runner.log("Merge failed. Deleting repo as no model is uploaded.", level="ERROR")
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api.delete_repo(repo_url.repo_id)
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active_jobs[username] = False
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return
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yield runner.log("Model merged successfully. Uploading to HF.")
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)
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yield runner.log(f"Model successfully uploaded to HF: {repo_url.repo_id}")
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# Mark the job as complete for the current user
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active_jobs[username] = False
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# Run garbage collection every hour to keep the community org clean.
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def _garbage_remover():
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try:
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garbage_collect_empty_models(token=COMMUNITY_HF_TOKEN)
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print("Error running garbage collection", e)
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scheduler = BackgroundScheduler()
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garbage_remover_job = scheduler.add_job(_garbage_remover, "interval", seconds=3600)
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scheduler.start()
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with gr.Blocks() as demo:
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gr.Markdown(MARKDOWN_DESCRIPTION)
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gr.Markdown(f"Next Restart: {restart_space_job.next_run_time.astimezone(timezone.utc).strftime('%Y-%m-%d %H:%M:%S')} (UTC)")
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with gr.Row():
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filename = gr.Textbox(visible=False, label="filename")
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config = gr.Code(language="yaml", lines=10, label="config.yaml")
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button.click(fn=merge, inputs=[config, token, repo_name], outputs=[logs])
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demo.queue(default_concurrency_limit=1).launch()
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+
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