From 66b93dc2af71eb0576af7a414e68493026c258c0 Mon Sep 17 00:00:00 2001
From: Marcel Bargull <marcel.bargull@udo.edu>
Date: Wed, 8 Feb 2023 10:46:05 +0100
Subject: [PATCH] package-downloads: Store version-aggregated counts

---
 .github/workflows/packages-anaconda-org.yml   |  25 ++-
 package-downloads.md                          | 182 ------------------
 .../__pycache__/__init__.cpython-311.pyc      | Bin 162 -> 0 bytes
 .../__pycache__/exceptions.cpython-311.pyc    | Bin 199 -> 0 bytes
 .../__pycache__/__init__.cpython-311.pyc      | Bin 169 -> 0 bytes
 .../__pycache__/version.cpython-311.pyc       | Bin 33730 -> 0 bytes
 .../stats_from_anaconda_org.py                | 108 ++++++-----
 7 files changed, 72 insertions(+), 243 deletions(-)
 delete mode 100644 package-downloads.md
 delete mode 100644 src/package_downloads/_vendor/conda/__pycache__/__init__.cpython-311.pyc
 delete mode 100644 src/package_downloads/_vendor/conda/__pycache__/exceptions.cpython-311.pyc
 delete mode 100644 src/package_downloads/_vendor/conda/models/__pycache__/__init__.cpython-311.pyc
 delete mode 100644 src/package_downloads/_vendor/conda/models/__pycache__/version.cpython-311.pyc

diff --git a/.github/workflows/packages-anaconda-org.yml b/.github/workflows/packages-anaconda-org.yml
index c9d483a19d2b3..ae6e936230b03 100644
--- a/.github/workflows/packages-anaconda-org.yml
+++ b/.github/workflows/packages-anaconda-org.yml
@@ -22,29 +22,28 @@ jobs:
           export PYTHONPATH="$( pwd )/src"
           python -m package_downloads.ntp_time
         )"
-        git fetch --depth=1 origin data:data
-        last_commit_message="$( git --no-pager log -1 --pretty=%s data )"
-        set -x
-        case "${last_commit_message}" in
-          *"${time}" )
+
+        if git ls-remote --exit-code --quiet --tags -- origin "${time}" ; then
             echo "skip=1" >> "${GITHUB_OUTPUT}"
-            ;;
-          * )
+        else
             echo "skip=0" >> "${GITHUB_OUTPUT}"
-        esac
+        fi
 
     - if: ${{ github.ref != 'refs/heads/main' || steps.check.outputs.skip == '0' }}
       name: Fetch
       id: fetch
       run: |
+        set -x
+        ref="$( git show-ref --head --hash HEAD )"
         pip install \
           ntplib \
           aiohttp requests urllib3 \
           pandas
+        git fetch --depth=1 origin data:data
+        git checkout --quiet data
+        git checkout --quiet "${ref}" -- ./src
         time="$(
           export PYTHONPATH="$( pwd )/src"
-          mkdir tmp
-          cd tmp
           python -m package_downloads.stats_from_anaconda_org
         )"
         echo "time=${time}" >> "${GITHUB_OUTPUT}"
@@ -52,13 +51,11 @@ jobs:
     - if: ${{ github.ref != 'refs/heads/main' || steps.check.outputs.skip == '0' }}
       name: Add changes, commit
       run: |
+        set -x
         git config user.name github-actions
         git config user.email github-actions@github.com
-        git checkout data
-        rm -rf package-downloads
-        mv tmp/package-downloads ./
-        rmdir tmp
         git add -A ./package-downloads
+        git rm -rf ./src
         git status --short | grep -o ^. | sort | uniq -c
         git commit -qm 'Update package download stats, ${{ steps.fetch.outputs.time }}'
         git tag '${{ steps.fetch.outputs.time }}'
diff --git a/package-downloads.md b/package-downloads.md
deleted file mode 100644
index 317aec5fa420b..0000000000000
--- a/package-downloads.md
+++ /dev/null
@@ -1,182 +0,0 @@
-----
-# Directory structure
-```
-package-downloads/
-                  anaconda.org/
-                               <channel>.json
-                               <channel>/
-                                         <package>.json
-                                         <package>/
-                                                   <version>.json
-                                                   <version>/
-                                                             <subdir>.json
-                                                             <subdir>/
-                                                                      <basename>.json
-```
-
-----
-# JSON structure
-```
-// package-downloads/anaconda.org/channel.json
-{
-    "channel": "<channel>",
-    "download_per_package": [
-        {"package": "<package-name>", "total": <total>},
-        ...
-    ]
-    "downloads_per_date": [
-        {"date": "YYYY-mm-dd", "total": <total>},
-        ...
-    ]
-]
-```
-```
-// package-downloads/anaconda.org/channel/package.json
-{
-    "channel": "<channel>",
-    "package": "<package-name>",
-    "downloads_per_version": [
-        {"version": "<package-version>", "total": <total>},
-        ...
-    ]
-    "downloads_per_date": [
-        {"date": "YYYY-mm-dd", "total": <total>},
-        ...
-    ]
-}
-```
-```
-// package-downloads/anaconda.org/channel/package/version.json
-{
-    "channel": "<channel>",
-    "package": "<package-name>",
-    "version": "<package-version>",
-    "downloads_per_subdir": [
-        {"subdir": "<build-subdir>", "total": <total>},
-        ...
-    ]
-    "downloads_per_date": [
-        {"date": "YYYY-mm-dd", "total": <total>},
-        ...
-    ]
-}
-```
-```
-// package-downloads/anaconda.org/channel/package/version/subdir.json
-{
-    "channel": "<channel>",
-    "package": "<package-name>",
-    "version": "<package-version>",
-    "subdir": "<build-subdir>",
-    "downloads_per_basename": [
-        {"basename": "<build-basename>", "total": <total>},
-        ...
-    ]
-    "downloads_per_date": [
-        {"date": "YYYY-mm-dd", "total": <total>},
-        ...
-    ]
-}
-```
-```
-// package-downloads/anaconda.org/channel/package/version/subdir/basename.json
-{
-    "channel": "<channel>",
-    "package": "<package-name>",
-    "version": "<package-version>",
-    "subdir": "<build-subdir>",
-    "basename": "<build-basename>",
-    "downloads_per_date": [
-        {"date": "YYYY-mm-dd", "total": <total>},
-        ...
-    ]
-}
-```
-
-----
-# Example
-
-```
-// package-downloads/anaconda.org/bioconda.json
-{
-"channel":"bioconda",
-"downloads_per_package":[
-// Limited to top N packages to avoid bloating the channel.json
-{"package":"example","total":23456}
-],
-"downloads_per_date":[
-{"date":"2021-01-01","total":21234},
-// For stretches without download count changes, only record start and end points:
-{"date":"2021-01-02","total":22345},
-// {"date":"2021-01-03","total":22345}, // Same count as previous and next date => exclude from .json
-{"date":"2021-01-04","total":22345},  // Same count as previous but not next date => include as end point
-{"date":"2021-01-05","total":23456}
-]
-}
-```
-```
-// package-downloads/anaconda.org/bioconda/example.json
-{
-"channel":"bioconda",
-"name":"example-package",
-"downloads_per_date":[
-{"date":"2021-01-01","total":21234},
-// For stretches without download count changes, only record start and end points:
-{"date":"2021-01-02","total":22345},
-// {"date":"2021-01-03","total":22345}, // Same count as previous and next date => exclude from .json
-{"date":"2021-01-04","total":22345},  // Same count as previous but not next date => include as end point
-{"date":"2021-01-05","total":23456}
-]
-}
-```
-```
-// package-downloads/anaconda.org/bioconda/example/1.0.0.json
-{
-"channel":"bioconda",
-"name":"example-package",
-"version":"1.0.0",
-"downloads_per_date":[
-{"date":"2021-01-01","total":21234},
-// For stretches without download count changes, only record start and end points:
-{"date":"2021-01-02","total":22345},
-// {"date":"2021-01-03","total":22345}, // Same count as previous and next date => exclude from .json
-// {"date":"2021-01-04","total":22345}, // Same count as previous and next date => exclude from .json
-{"date":"2021-01-05","total":23456}
-]
-}
-```
-```
-// package-downloads/anaconda.org/bioconda/example/1.0.0/linux-64.json
-{
-"channel":"bioconda",
-"name":"example-package",
-"version":"1.0.0",
-"subdir":"linux-64",
-"downloads_per_date":[
-{"date":"2021-01-01","total":11234},
-// For stretches without download count changes, only record start and end points:
-{"date":"2021-01-02","total":12345},
-// {"date":"2021-01-03","total":12345}, // Same count as previous and next date => exclude from .json
-// {"date":"2021-01-04","total":12345}, // Same count as previous and next date => exclude from .json
-{"date":"2021-01-05","total":13456}
-]
-}
-```
-```
-// package-downloads/anaconda.org/bioconda/example/1.0.0/linux-64/example-1.0.0-h1234567_1.tar.bz2.json
-{
-"channel":"bioconda",
-"name":"example-package",
-"version":"1.0.0",
-"subdir":"linux-64",
-"basename":"example-1.0.0-h1234567_1.tar.bz2",
-"downloads_per_date":[
-{"date":"2021-01-01","total":1234},
-// For stretches without download count changes, only record start and end points:
-{"date":"2021-01-02","total":2345},
-// {"date":"2021-01-03","total":2345}, // Same count as previous and next date => exclude from .json
-// {"date":"2021-01-04","total":2345}, // Same count as previous and next date => exclude from .json
-{"date":"2021-01-05","total":3456}
-]
-}
-```
diff --git a/src/package_downloads/_vendor/conda/__pycache__/__init__.cpython-311.pyc b/src/package_downloads/_vendor/conda/__pycache__/__init__.cpython-311.pyc
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diff --git a/src/package_downloads/stats_from_anaconda_org.py b/src/package_downloads/stats_from_anaconda_org.py
index 8bff8a1d4820b..70763773163e2 100644
--- a/src/package_downloads/stats_from_anaconda_org.py
+++ b/src/package_downloads/stats_from_anaconda_org.py
@@ -1,12 +1,13 @@
 #! /usr/bin/env python
 
 from asyncio import run
+from collections import defaultdict
 from functools import partial
 from itertools import islice
 from logging import INFO, basicConfig, getLogger
 from pathlib import Path
 from time import sleep
-from typing import Any, Dict, Iterable, List, Tuple
+from typing import Any, Dict, Iterable, List
 import re
 
 from aiohttp import ClientSession
@@ -64,40 +65,35 @@ async def fetch_package_download_counts(
             continue
         downloads.append(
             {
-                "top": TOP_DIR,
-                "channel": channel,
                 "package": package,
                 "version": package_file_info["version"],
                 "subdir": package_file_info["attrs"]["subdir"],
-                "build": package_file_info["attrs"]["build"],
-                "extension": PACKAGE_EXTENSION_RE.search(package_file_info["basename"])[0],
+                # "build": package_file_info["attrs"]["build"],
+                # "extension": PACKAGE_EXTENSION_RE.search(package_file_info["basename"])[0],
                 "total": max(0, package_file_info["ndownloads"]),
             }
         )
-    df = pd.DataFrame(
+    return pd.DataFrame(
         sorted(
             downloads,
             key=lambda e: (
-                e["top"],
-                e["channel"],
                 e["package"],
                 VersionOrder(e["version"]),
                 # VersionOrder can be ambiguous (e.g., "1.1" == "1.01"), so compare by str, too.
                 e["version"],
                 e["subdir"],
-                e["build"],
-                e["extension"],
+                # e["build"],
+                # e["extension"],
             ),
         )
     )
-    return df.set_index(df.loc[:, :"package"].columns.tolist())
 
 
 async def get_batch_package_download_counts(
     date: str, channel_name: str, package_names: List[str]
 ) -> Iterable[pd.DataFrame]:
-    retries_per_chunk = 5
-    retry_delay = 15
+    retries_per_chunk = 2
+    retry_delay = 60
     retry = 0
     while True:
         try:
@@ -118,42 +114,66 @@ async def get_batch_package_download_counts(
             sleep(retry_delay)
 
 
-async def save_counts(counts: Tuple[Tuple[str, ...], pd.DataFrame]) -> None:
-    index, totals = counts
-    path = Path(BASE_DIR).joinpath(*index[:-1], index[-1] + ".tsv")
-    path.parent.mkdir(parents=True, exist_ok=True)
-    path.write_text(totals.to_csv(sep="\t", lineterminator="\n", index=False))
-
-
-async def save_channel_stats(
+async def get_channel_stats(
     date: str, channel_name: str, package_names: List[str]
 ) -> pd.DataFrame:
-    fetch_count = 0
-    totals_list: List[pd.DataFrame] = []
     chunk_size = 500
+    fetch_count = 0
+    stats_list: List[pd.DataFrame] = []
     for chunk_package_names in chunked_lists(package_names, chunk_size):
-        chunk_totals = pd.concat(
+        stats_list.extend(
             await get_batch_package_download_counts(date, channel_name, chunk_package_names)
         )
-
         fetch_count += len(chunk_package_names)
-        log("save_counts: %s: %d of %d", channel_name, fetch_count, len(package_names))
+        log("get_channel_stats: %s: %d of %d", channel_name, fetch_count, len(package_names))
+    return pd.concat(stats_list)
 
-        grouped = chunk_totals.groupby(chunk_totals.index.names)
-        await gather_map(save_counts, grouped)
 
-        totals_list.append(grouped.sum("total"))
-    totals = pd.concat(totals_list)
-    while True:
-        names = totals.index.droplevel(-1).names
-        totals.reset_index(inplace=True)
-        totals.set_index(names, inplace=True)
-        grouped = totals.groupby(totals.index.names)
-        if len(totals.index.names) > 1:
-            await gather_map(save_counts, grouped)
-            totals = grouped.sum("total")
-            continue
-        return totals
+def read_tsv(path: Path, **kwargs: Any) -> pd.DataFrame:
+    return pd.read_csv(path, sep="\t", dtype=defaultdict(lambda: str, total=int))
+
+
+def write_tsv(path: Path, data_frame: pd.DataFrame) -> None:
+    data_frame.to_csv(path, sep="\t", lineterminator="\n", index=True)
+
+
+async def save_packages_stats(channel_dir: Path, totals: pd.DataFrame) -> None:
+    log("save_packages_stats: %s", channel_dir.name)
+    packages_totals = totals.groupby("package", sort=True)
+    write_tsv(channel_dir / "packages.tsv", packages_totals.sum("total"))
+
+    versions_dir = channel_dir / "versions"
+    versions_dir.mkdir(parents=True, exist_ok=True)
+    for package, package_totals in packages_totals:
+        version_totals = package_totals.groupby("version", sort=False)
+        write_tsv(versions_dir / f"{package}.tsv", version_totals.sum("total"))
+
+
+async def save_historic_channel_stats(
+    date: str, channel_dir: Path, totals: pd.DataFrame
+) -> None:
+    channel_totals = pd.DataFrame([{"date": date, "total": totals["total"].sum()}])
+    channel_tsv = channel_dir / "channel.tsv"
+    if channel_tsv.exists():
+        channel_totals = pd.concat([read_tsv(channel_tsv), channel_totals])
+    channel_totals.set_index("date", inplace=True)
+    write_tsv(channel_tsv, channel_totals)
+
+
+async def save_channel_stats(date: str, channel_name: str, package_names: List[str]) -> None:
+    totals = await get_channel_stats(date, channel_name, package_names)
+
+    log("save_channel_stats: %s: entries %d", channel_name, len(totals))
+
+    channel_dir = Path(BASE_DIR) / TOP_DIR / channel_name
+    channel_dir.mkdir(parents=True, exist_ok=True)
+
+    await save_historic_channel_stats(date, channel_dir, totals)
+
+    subdirs_totals = totals.groupby("subdir", sort=True)
+    write_tsv(channel_dir / "subdirs.tsv", subdirs_totals.sum("total"))
+
+    await save_packages_stats(channel_dir, totals)
 
 
 async def main() -> str:
@@ -164,14 +184,8 @@ async def main() -> str:
             for channel_name, channel_url in channels.items()
         }
         date = session.date
-    totals = pd.DataFrame()
     for channel_name, package_names in channel_package_names.items():
-        channel_totals = await save_channel_stats(date, channel_name, package_names)
-        totals = pd.concat((totals, channel_totals))
-    totals.insert(0, "date", date)
-    for index, entry in totals.groupby(totals.index.names[0]):
-        path = Path(BASE_DIR).joinpath(index + ".tsv")
-        path.write_text(entry.to_csv(sep="\t", lineterminator="\n", index=False))
+        await save_channel_stats(date, channel_name, package_names)
     return date