Commit
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75abe88
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Parent(s):
f37ea1e
up
Browse files- app.py +53 -23
- data +1 -0
- requirements.txt +1 -0
app.py
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import streamlit as st
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from huggingface_hub import HfApi
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import pandas
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from transformers.models.auto.configuration_auto import CONFIG_MAPPING_NAMES
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model_stats = {"num_downloads": 0, "%_of_all_downloads": 0, "num_models": 0, "download_per_model": 0}
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models = hf_api.list_models(filter=model_name)
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model_stats["num_models"] = len(models)
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model_stats["num_downloads"] = sum([m.downloads for m in models if hasattr(m, "downloads")])
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if len(models) > 0:
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model_stats["download_per_model"] = round(model_stats["num_downloads"] / len(models), 2)
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total_downloads += model_stats["num_downloads"]
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all_stats[model_name] = model_stats
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all_stats[model_name]["num_downloads"] = f"{downloads:,}"
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dataframe = pandas.
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result = dataframe.to_string()
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st.table(dataframe)
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#import streamlit as st
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from huggingface_hub import HfApi
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import pandas
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import os
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import streamlit as st
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import datetime
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from transformers.models.auto.configuration_auto import CONFIG_MAPPING_NAMES
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from huggingface_hub import Repository
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today = datetime.date.today()
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year, week, _ = today.isocalendar()
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DATASET_REPO_URL = "https://huggingface.co/datasets/patrickvonplaten/model-archs-downloads-space-data"
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DATA_FILENAME = f"data_{week}_{year}.csv"
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DATA_FILE = os.path.join("data", DATA_FILENAME)
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def retrieve_model_stats():
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hf_api = HfApi()
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all_stats = {}
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total_downloads = 0
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for model_name in list(CONFIG_MAPPING_NAMES.keys())[:2]:
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model_stats = {"num_downloads": 0, "%_of_all_downloads": 0, "num_models": 0, "download_per_model": 0}
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models = hf_api.list_models(filter=model_name)
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model_stats["num_models"] = len(models)
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model_stats["num_downloads"] = sum([m.downloads for m in models if hasattr(m, "downloads")])
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if len(models) > 0:
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model_stats["download_per_model"] = round(model_stats["num_downloads"] / len(models), 2)
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total_downloads += model_stats["num_downloads"]
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# save in overall dict
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all_stats[model_name] = model_stats
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for model_name in list(CONFIG_MAPPING_NAMES.keys())[:2]:
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all_stats[model_name]["%_of_all_downloads"] = round(all_stats[model_name]["num_downloads"] / total_downloads, 5) * 100 # noqa: E501
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downloads = all_stats[model_name]["num_downloads"]
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all_stats[model_name]["num_downloads"] = f"{downloads:,}"
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sorted_results = dict(reversed(sorted(all_stats.items(), key=lambda d: d[1]["%_of_all_downloads"])))
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dataframe = pandas.DataFrame.from_dict(sorted_results, orient="index")
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return dataframe.to_csv()
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repo = Repository(local_dir="data", clone_from=DATASET_REPO_URL)
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if not os.path.isfile(DATA_FILE):
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print("Create datafile...")
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result = retrieve_model_stats()
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if not os.path.isfile(DATA_FILE):
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with open(DATA_FILE, "w") as f:
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f.write(result)
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commit_url = repo.push_to_hub()
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print(commit_url)
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with open(DATA_FILE, "r") as f:
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dataframe = pandas.read_csv(DATA_FILE)
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print(DATA_FILE)
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print(dataframe)
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st.table(dataframe)
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data
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Subproject commit bd0b98ff44210308e4a142bd71bd805fbd330f34
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requirements.txt
CHANGED
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transformers
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transformers
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huggingface_hub
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