wence-
commented
6 days ago I had a look at this. It boils down to:
x = 9180.52952127610660682
y = 91.8052952127610666366
floordiv = x // y
print(f"{floordiv:.20f}") # => 99.00000000000000000000#include <cmath>
#include <iostream>
#include <iomanip>
int main() {
double x = 9180.52952127610660682;
double y = 91.8052952127610666366;
double result = std::floor(x / y);
std::cout << std::fixed << std::setprecision(20);
std::cout << result << std::endl;
}
// => 100.00000000000000000000 The libcudf implementation is (matching the C++ I wrote):
$$ q_\text{floor} := \left\lfloor \frac{x}{y} \right\rfloor $$
The pandas/numpy/python implementation uses divmod, which finds a float $q{\text{divmod}}$ such that for a pair $x$ and $y$, $q{\text{divmod}} y + (x \mod y) \approx x$. Usually this is the same as $q_\text{floor}$ but is sometimes one less, this bug is one such example.
In particular, note that since $y$ in this example is slightly greater than $x / 100$ (if computed exactly), then $x \mod y$ is only slightly less than $y$ (and not close to zero), which means that $q_\text{floor} y + (x \mod y) = x + y$.
If we don't care about preserving the sign of zero, we could implement this as:
template<typename T>
auto py_floor_div(T x, T y) -> decltype(x / y) {
auto const mod = std::fmod(x, y);
auto div = (x - mod) / y;
// fixup for mixed signs
div -= (mod != 0 && (std::signbit(x) ^ std::signbit(y)));
auto const floordiv = std::floor(div);
// fixup
return floordiv + (div - floordiv > 0.5);
}
davidwendt
Describe the bug When a
floordivis performed in libcudf, it seems that there is an off-by-1 error.Steps/Code to reproduce bug pickle files: Archive.zip
Expected behavior Match pandas
Environment overview (please complete the following information)
Environment details Please run and paste the output of the
cudf/print_env.shscript here, to gather any other relevant environment detailsClick here to see environment details
**git*** commit e100e2d4c27d221b0163b26edd3b0295f88af7d7 (HEAD -> numpy_random, origin/numpy_random) Author: galipremsagar
Date: Fri Oct 11 22:38:17 2024 +0000
fix issues
**git submodules***
***OS Information***
DISTRIB_ID=Ubuntu
DISTRIB_RELEASE=22.04
DISTRIB_CODENAME=jammy
DISTRIB_DESCRIPTION="Ubuntu 22.04.2 LTS"
PRETTY_NAME="Ubuntu 22.04.2 LTS"
NAME="Ubuntu"
VERSION_ID="22.04"
VERSION="22.04.2 LTS (Jammy Jellyfish)"
VERSION_CODENAME=jammy
ID=ubuntu
ID_LIKE=debian
HOME_URL="https://www.ubuntu.com/"
SUPPORT_URL="https://help.ubuntu.com/"
BUG_REPORT_URL="https://bugs.launchpad.net/ubuntu/"
PRIVACY_POLICY_URL="https://www.ubuntu.com/legal/terms-and-policies/privacy-policy"
UBUNTU_CODENAME=jammy
Linux dt07 5.15.0-107-generic #117-Ubuntu SMP Fri Apr 26 12:26:49 UTC 2024 x86_64 x86_64 x86_64 GNU/Linux
***GPU Information***
Sat Oct 12 12:36:46 2024
+---------------------------------------------------------------------------------------+
| NVIDIA-SMI 535.161.08 Driver Version: 535.161.08 CUDA Version: 12.2 |
|-----------------------------------------+----------------------+----------------------+
| GPU Name Persistence-M | Bus-Id Disp.A | Volatile Uncorr. ECC |
| Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | GPU-Util Compute M. |
| | | MIG M. |
|=========================================+======================+======================|
| 0 Tesla T4 On | 00000000:3B:00.0 Off | 0 |
| N/A 48C P0 27W / 70W | 8104MiB / 15360MiB | 0% Default |
| | | N/A |
+-----------------------------------------+----------------------+----------------------+
| 1 Tesla T4 On | 00000000:5E:00.0 Off | 0 |
| N/A 55C P0 29W / 70W | 2114MiB / 15360MiB | 0% Default |
| | | N/A |
+-----------------------------------------+----------------------+----------------------+
| 2 Tesla T4 On | 00000000:AF:00.0 Off | 0 |
| N/A 49C P0 28W / 70W | 2114MiB / 15360MiB | 0% Default |
| | | N/A |
+-----------------------------------------+----------------------+----------------------+
| 3 Tesla T4 On | 00000000:D8:00.0 Off | 0 |
| N/A 46C P0 28W / 70W | 2114MiB / 15360MiB | 0% Default |
| | | N/A |
+-----------------------------------------+----------------------+----------------------+
+---------------------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=======================================================================================|
+---------------------------------------------------------------------------------------+
***CPU***
Architecture: x86_64
CPU op-mode(s): 32-bit, 64-bit
Address sizes: 46 bits physical, 48 bits virtual
Byte Order: Little Endian
CPU(s): 64
On-line CPU(s) list: 0-63
Vendor ID: GenuineIntel
Model name: Intel(R) Xeon(R) Gold 6130 CPU @ 2.10GHz
CPU family: 6
Model: 85
Thread(s) per core: 2
Core(s) per socket: 16
Socket(s): 2
Stepping: 4
CPU max MHz: 3700.0000
CPU min MHz: 1000.0000
BogoMIPS: 4200.00
Flags: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush dts acpi mmx fxsr sse sse2 ss ht tm pbe syscall nx pdpe1gb rdtscp lm constant_tsc art arch_perfmon pebs bts rep_good nopl xtopology nonstop_tsc cpuid aperfmperf pni pclmulqdq dtes64 monitor ds_cpl vmx smx est tm2 ssse3 sdbg fma cx16 xtpr pdcm pcid dca sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand lahf_lm abm 3dnowprefetch cpuid_fault epb cat_l3 cdp_l3 invpcid_single pti intel_ppin ssbd mba ibrs ibpb stibp tpr_shadow vnmi flexpriority ept vpid ept_ad fsgsbase tsc_adjust bmi1 hle avx2 smep bmi2 erms invpcid rtm cqm mpx rdt_a avx512f avx512dq rdseed adx smap clflushopt clwb intel_pt avx512cd avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local dtherm ida arat pln pts pku ospke md_clear flush_l1d arch_capabilities
Virtualization: VT-x
L1d cache: 1 MiB (32 instances)
L1i cache: 1 MiB (32 instances)
L2 cache: 32 MiB (32 instances)
L3 cache: 44 MiB (2 instances)
NUMA node(s): 2
NUMA node0 CPU(s): 0,2,4,6,8,10,12,14,16,18,20,22,24,26,28,30,32,34,36,38,40,42,44,46,48,50,52,54,56,58,60,62
NUMA node1 CPU(s): 1,3,5,7,9,11,13,15,17,19,21,23,25,27,29,31,33,35,37,39,41,43,45,47,49,51,53,55,57,59,61,63
Vulnerability Gather data sampling: Mitigation; Microcode
Vulnerability Itlb multihit: KVM: Mitigation: VMX disabled
Vulnerability L1tf: Mitigation; PTE Inversion; VMX conditional cache flushes, SMT vulnerable
Vulnerability Mds: Mitigation; Clear CPU buffers; SMT vulnerable
Vulnerability Meltdown: Mitigation; PTI
Vulnerability Mmio stale data: Mitigation; Clear CPU buffers; SMT vulnerable
Vulnerability Retbleed: Mitigation; IBRS
Vulnerability Spec rstack overflow: Not affected
Vulnerability Spec store bypass: Mitigation; Speculative Store Bypass disabled via prctl and seccomp
Vulnerability Spectre v1: Mitigation; usercopy/swapgs barriers and __user pointer sanitization
Vulnerability Spectre v2: Mitigation; IBRS; IBPB conditional; STIBP conditional; RSB filling; PBRSB-eIBRS Not affected; BHI Not affected
Vulnerability Srbds: Not affected
Vulnerability Tsx async abort: Mitigation; Clear CPU buffers; SMT vulnerable
***CMake***
/nvme/0/pgali/envs/cudfdev/bin/cmake
cmake version 3.30.5
CMake suite maintained and supported by Kitware (kitware.com/cmake).
***g++***
/nvme/0/pgali/envs/cudfdev/bin/g++
g++ (conda-forge gcc 11.4.0-13) 11.4.0
Copyright (C) 2021 Free Software Foundation, Inc.
This is free software; see the source for copying conditions. There is NO
warranty; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
***nvcc***
/nvme/0/pgali/envs/cudfdev/bin/nvcc
nvcc: NVIDIA (R) Cuda compiler driver
Copyright (c) 2005-2024 NVIDIA Corporation
Built on Thu_Jun__6_02:18:23_PDT_2024
Cuda compilation tools, release 12.5, V12.5.82
Build cuda_12.5.r12.5/compiler.34385749_0
***Python***
/nvme/0/pgali/envs/cudfdev/bin/python
Python 3.12.7
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LD_LIBRARY_PATH : /usr/local/cuda/lib64::/usr/local/cuda/lib64:/usr/local/cuda/extras/CUPTI/lib64
NUMBAPRO_NVVM :
NUMBAPRO_LIBDEVICE :
CONDA_PREFIX : /nvme/0/pgali/envs/cudfdev
PYTHON_PATH :
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/nvme/0/pgali/miniforge3/condabin/conda
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libcufile 1.10.1.7 he02047a_0 conda-forge
libcufile-dev 1.10.1.7 he02047a_0 conda-forge
libcurand 10.3.6.82 he02047a_0 conda-forge
libcurand-dev 10.3.6.82 he02047a_0 conda-forge
libcurl 8.10.1 hbbe4b11_0 conda-forge
libcusolver 11.6.3.83 he02047a_0 conda-forge
libcusparse 12.5.1.3 he02047a_0 conda-forge
libdeflate 1.22 hb9d3cd8_0 conda-forge
libedit 3.1.20191231 he28a2e2_2 conda-forge
libev 4.33 hd590300_2 conda-forge
libevent 2.1.12 hf998b51_1 conda-forge
libexpat 2.6.3 h5888daf_0 conda-forge
libffi 3.4.2 h7f98852_5 conda-forge
libgcc 14.1.0 h77fa898_1 conda-forge
libgcc-devel_linux-64 11.4.0 h8f596e0_113 conda-forge
libgcc-ng 14.1.0 h69a702a_1 conda-forge
libgfortran 14.1.0 h69a702a_1 conda-forge
libgfortran-ng 14.1.0 h69a702a_1 conda-forge
libgfortran5 14.1.0 hc5f4f2c_1 conda-forge
libgomp 14.1.0 h77fa898_1 conda-forge
libgoogle-cloud 2.29.0 h435de7b_0 conda-forge
libgoogle-cloud-storage 2.29.0 h0121fbd_0 conda-forge
libgrpc 1.62.2 h15f2491_0 conda-forge
libhwloc 2.11.1 default_hecaa2ac_1000 conda-forge
libiconv 1.17 hd590300_2 conda-forge
libjpeg-turbo 3.0.0 hd590300_1 conda-forge
libkvikio 24.12.00a cuda12_241011_g22668fa_25 rapidsai-nightly
liblapack 3.9.0 24_linux64_openblas conda-forge
libllvm14 14.0.6 hcd5def8_4 conda-forge
libllvm16 16.0.6 hb3ce162_3 conda-forge
libllvm19 19.1.1 ha7bfdaf_0 conda-forge
libnghttp2 1.58.0 h47da74e_1 conda-forge
libnsl 2.0.1 hd590300_0 conda-forge
libntlm 1.4 h7f98852_1002 conda-forge
libnvjitlink 12.5.82 he02047a_0 conda-forge
libopenblas 0.3.27 pthreads_hac2b453_1 conda-forge
libparquet 17.0.0 h39682fd_16_cpu conda-forge
libpng 1.6.44 hadc24fc_0 conda-forge
libprotobuf 4.25.3 hd5b35b9_1 conda-forge
librdkafka 2.5.3 h95ba008_0 conda-forge
libre2-11 2023.09.01 h5a48ba9_2 conda-forge
librmm 24.12.00a15 cuda12_241011_g90a5631e_15 rapidsai-nightly
libsanitizer 11.4.0 h5763a12_13 conda-forge
libsodium 1.0.20 h4ab18f5_0 conda-forge
libsqlite 3.46.1 hadc24fc_0 conda-forge
libssh2 1.11.0 h0841786_0 conda-forge
libstdcxx 14.1.0 hc0a3c3a_1 conda-forge
libstdcxx-devel_linux-64 11.4.0 h8f596e0_113 conda-forge
libstdcxx-ng 14.1.0 h4852527_1 conda-forge
libthrift 0.20.0 h0e7cc3e_1 conda-forge
libtiff 4.7.0 he137b08_1 conda-forge
libtorch 2.4.1 cpu_mkl_he3c781b_100 conda-forge
libutf8proc 2.8.0 h166bdaf_0 conda-forge
libuuid 2.38.1 h0b41bf4_0 conda-forge
libuv 1.49.1 hb9d3cd8_0 conda-forge
libwebp-base 1.4.0 hd590300_0 conda-forge
libxcb 1.17.0 h8a09558_0 conda-forge
libxcrypt 4.4.36 hd590300_1 conda-forge
libxml2 2.12.7 he7c6b58_4 conda-forge
libzlib 1.3.1 hb9d3cd8_2 conda-forge
llvm-openmp 19.1.1 h024ca30_0 conda-forge
llvmlite 0.43.0 py312h374181b_1 conda-forge
locket 1.0.0 pyhd8ed1ab_0 conda-forge
lz4 4.3.3 py312hb3f7f12_1 conda-forge
lz4-c 1.9.4 hcb278e6_0 conda-forge
make 4.4.1 hb9d3cd8_2 conda-forge
makefun 1.15.6 pyhd8ed1ab_0 conda-forge
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markdown-it-py 3.0.0 pyhd8ed1ab_0 conda-forge
markupsafe 3.0.1 py312h178313f_1 conda-forge
matplotlib-inline 0.1.7 pyhd8ed1ab_0 conda-forge
mdit-py-plugins 0.4.2 pyhd8ed1ab_0 conda-forge
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mistune 3.0.2 pyhd8ed1ab_0 conda-forge
mkl 2023.2.0 h84fe81f_50496 conda-forge
moto 5.0.16 pyhd8ed1ab_0 conda-forge
mpc 1.3.1 h24ddda3_1 conda-forge
mpfr 4.2.1 h90cbb55_3 conda-forge
mpmath 1.3.0 pyhd8ed1ab_0 conda-forge
msgpack-python 1.1.0 py312h68727a3_0 conda-forge
multidict 6.1.0 py312h66e93f0_0 conda-forge
multiprocess 0.70.15 py312h98912ed_1 conda-forge
myst-nb 1.1.2 pyhd8ed1ab_0 conda-forge
myst-parser 4.0.0 pyhd8ed1ab_0 conda-forge
nbclient 0.10.0 pyhd8ed1ab_0 conda-forge
nbconvert 7.16.4 hd8ed1ab_1 conda-forge
nbconvert-core 7.16.4 pyhd8ed1ab_1 conda-forge
nbconvert-pandoc 7.16.4 hd8ed1ab_1 conda-forge
nbformat 5.10.4 pyhd8ed1ab_0 conda-forge
nbsphinx 0.9.5 pyhd8ed1ab_0 conda-forge
ncurses 6.5 he02047a_1 conda-forge
nest-asyncio 1.6.0 pyhd8ed1ab_0 conda-forge
networkx 3.4 pyhd8ed1ab_1 conda-forge
ninja 1.12.1 h297d8ca_0 conda-forge
nodeenv 1.9.1 pyhd8ed1ab_0 conda-forge
notebook 7.2.2 pyhd8ed1ab_0 conda-forge
notebook-shim 0.2.4 pyhd8ed1ab_0 conda-forge
numba 0.60.0 py312h83e6fd3_0 conda-forge
numba-cuda 0.0.17 pyh267e887_0 conda-forge
numpy 2.0.2 py312h58c1407_0 conda-forge
numpydoc 1.8.0 pyhd8ed1ab_0 conda-forge
nvcomp 4.0.1 hbc370b7_0 conda-forge
nvtx 0.2.10 py312h66e93f0_2 conda-forge
openapi-schema-validator 0.6.2 pyhd8ed1ab_0 conda-forge
openapi-spec-validator 0.7.1 pyhd8ed1ab_0 conda-forge
openjpeg 2.5.2 h488ebb8_0 conda-forge
openpyxl 3.1.5 py312h710cb58_1 conda-forge
openssl 3.3.2 hb9d3cd8_0 conda-forge
orc 2.0.2 h669347b_0 conda-forge
overrides 7.7.0 pyhd8ed1ab_0 conda-forge
packaging 24.1 pyhd8ed1ab_0 conda-forge
pandas 2.2.3 py312hf9745cd_1 conda-forge
pandoc 3.5 ha770c72_0 conda-forge
pandocfilters 1.5.0 pyhd8ed1ab_0 conda-forge
parso 0.8.4 pyhd8ed1ab_0 conda-forge
partd 1.4.2 pyhd8ed1ab_0 conda-forge
pathable 0.4.3 pyhd8ed1ab_0 conda-forge
pathspec 0.12.1 pyhd8ed1ab_0 conda-forge
pexpect 4.9.0 pyhd8ed1ab_0 conda-forge
pickleshare 0.7.5 py_1003 conda-forge
pillow 10.4.0 py312h56024de_1 conda-forge
pip 24.2 pyh8b19718_1 conda-forge
pkgutil-resolve-name 1.3.10 pyhd8ed1ab_1 conda-forge
platformdirs 4.3.6 pyhd8ed1ab_0 conda-forge
pluggy 1.5.0 pyhd8ed1ab_0 conda-forge
polars 1.8.2 py312hfe7c9be_0 conda-forge
pre-commit 4.0.1 pyha770c72_0 conda-forge
prometheus_client 0.21.0 pyhd8ed1ab_0 conda-forge
prompt-toolkit 3.0.48 pyha770c72_0 conda-forge
propcache 0.2.0 py312h66e93f0_2 conda-forge
psutil 6.0.0 py312h66e93f0_1 conda-forge
pthread-stubs 0.4 hb9d3cd8_1002 conda-forge
ptyprocess 0.7.0 pyhd3deb0d_0 conda-forge
pure_eval 0.2.3 pyhd8ed1ab_0 conda-forge
py-cpuinfo 9.0.0 pyhd8ed1ab_0 conda-forge
pyarrow 17.0.0 py312h9cebb41_1 conda-forge
pyarrow-core 17.0.0 py312h9cafe31_1_cpu conda-forge
pyarrow-hotfix 0.6 pyhd8ed1ab_0 conda-forge
pycparser 2.22 pyhd8ed1ab_0 conda-forge
pydata-sphinx-theme 0.15.4 pyhd8ed1ab_0 conda-forge
pygments 2.18.0 pyhd8ed1ab_0 conda-forge
pylibcudf 24.12.0 pypi_0 pypi
pynvjitlink 0.3.0 py312hd269673_0 rapidsai
pynvml 11.4.1 pyhd8ed1ab_0 conda-forge
pyparsing 3.1.4 pyhd8ed1ab_0 conda-forge
pysocks 1.7.1 pyha2e5f31_6 conda-forge
pytest 7.4.4 pyhd8ed1ab_0 conda-forge
pytest-benchmark 4.0.0 pyhd8ed1ab_0 conda-forge
pytest-cases 3.8.6 pyhd8ed1ab_0 conda-forge
pytest-cov 5.0.0 pyhd8ed1ab_0 conda-forge
pytest-xdist 3.6.1 pyhd8ed1ab_0 conda-forge
python 3.12.7 hc5c86c4_0_cpython conda-forge
python-confluent-kafka 2.5.3 py312h66e93f0_0 conda-forge
python-dateutil 2.9.0 pyhd8ed1ab_0 conda-forge
python-fastjsonschema 2.20.0 pyhd8ed1ab_0 conda-forge
python-json-logger 2.0.7 pyhd8ed1ab_0 conda-forge
python-tzdata 2024.2 pyhd8ed1ab_0 conda-forge
python-xxhash 3.5.0 py312h66e93f0_1 conda-forge
python_abi 3.12 5_cp312 conda-forge
pytorch 2.4.1 cpu_mkl_py312hf535c18_100 conda-forge
pytz 2024.1 pyhd8ed1ab_0 conda-forge
pyyaml 6.0.2 py312h66e93f0_1 conda-forge
pyzmq 26.2.0 py312hbf22597_3 conda-forge
rapids-build-backend 0.3.2 py_0 rapidsai
rapids-dask-dependency 24.12.00a6 py_0 rapidsai-nightly
rapids-dependency-file-generator 1.15.1 py_0 rapidsai
re2 2023.09.01 h7f4b329_2 conda-forge
readline 8.2 h8228510_1 conda-forge
recommonmark 0.7.1 pyhd8ed1ab_0 conda-forge
referencing 0.35.1 pyhd8ed1ab_0 conda-forge
regex 2024.9.11 py312h66e93f0_0 conda-forge
requests 2.32.3 pyhd8ed1ab_0 conda-forge
responses 0.25.3 pyhd8ed1ab_0 conda-forge
rfc3339-validator 0.1.4 pyhd8ed1ab_0 conda-forge
rfc3986-validator 0.1.1 pyh9f0ad1d_0 conda-forge
rhash 1.4.4 hd590300_0 conda-forge
rich 13.9.2 pyhd8ed1ab_0 conda-forge
rmm 24.12.00a15 cuda12_py312_241011_g90a5631e_15 rapidsai-nightly
rpds-py 0.20.0 py312h12e396e_1 conda-forge
s2n 1.5.5 h3931f03_0 conda-forge
s3fs 2024.9.0 pyhd8ed1ab_0 conda-forge
s3transfer 0.10.3 pyhd8ed1ab_0 conda-forge
safetensors 0.4.5 py312h12e396e_0 conda-forge
scikit-build-core 0.10.7 pyh4afc917_0 conda-forge
scipy 1.14.1 py312h7d485d2_0 conda-forge
send2trash 1.8.3 pyh0d859eb_0 conda-forge
setuptools 75.1.0 pyhd8ed1ab_0 conda-forge
six 1.16.0 pyh6c4a22f_0 conda-forge
sleef 3.7 h1b44611_0 conda-forge
snappy 1.2.1 ha2e4443_0 conda-forge
sniffio 1.3.1 pyhd8ed1ab_0 conda-forge
snowballstemmer 2.2.0 pyhd8ed1ab_0 conda-forge
sortedcontainers 2.4.0 pyhd8ed1ab_0 conda-forge
soupsieve 2.5 pyhd8ed1ab_1 conda-forge
spdlog 1.14.1 hed91bc2_1 conda-forge
sphinx 7.1.2 pyhd8ed1ab_0 conda-forge
sphinx-autobuild 2024.10.3 pyhd8ed1ab_0 conda-forge
sphinx-copybutton 0.5.2 pyhd8ed1ab_0 conda-forge
sphinx-markdown-tables 0.0.17 pyh6c4a22f_0 conda-forge
sphinx-remove-toctrees 1.0.0.post1 pyhd8ed1ab_0 conda-forge
sphinxcontrib-applehelp 2.0.0 pyhd8ed1ab_0 conda-forge
sphinxcontrib-devhelp 2.0.0 pyhd8ed1ab_0 conda-forge
sphinxcontrib-htmlhelp 2.1.0 pyhd8ed1ab_0 conda-forge
sphinxcontrib-jsmath 1.0.1 pyhd8ed1ab_0 conda-forge
sphinxcontrib-qthelp 2.0.0 pyhd8ed1ab_0 conda-forge
sphinxcontrib-serializinghtml 1.1.10 pyhd8ed1ab_0 conda-forge
sphinxcontrib-websupport 1.2.7 pyhd8ed1ab_0 conda-forge
sqlalchemy 2.0.35 py312h66e93f0_0 conda-forge
stack_data 0.6.2 pyhd8ed1ab_0 conda-forge
starlette 0.39.2 pyhd8ed1ab_0 conda-forge
streamz 0.6.4 pyh6c4a22f_0 conda-forge
sympy 1.13.3 pyh2585a3b_104 conda-forge
sysroot_linux-64 2.17 h4a8ded7_17 conda-forge
tabulate 0.9.0 pyhd8ed1ab_1 conda-forge
tbb 2021.13.0 h84d6215_0 conda-forge
tblib 3.0.0 pyhd8ed1ab_0 conda-forge
terminado 0.18.1 pyh0d859eb_0 conda-forge
tinycss2 1.3.0 pyhd8ed1ab_0 conda-forge
tk 8.6.13 noxft_h4845f30_101 conda-forge
tokenizers 0.15.2 py312hfef1a59_0 conda-forge
toml 0.10.2 pyhd8ed1ab_0 conda-forge
tomli 2.0.2 pyhd8ed1ab_0 conda-forge
tomlkit 0.13.2 pyha770c72_0 conda-forge
toolz 1.0.0 pyhd8ed1ab_0 conda-forge
tornado 6.4.1 py312h66e93f0_1 conda-forge
tqdm 4.66.5 pyhd8ed1ab_0 conda-forge
traitlets 5.14.3 pyhd8ed1ab_0 conda-forge
transformers 4.39.3 pyhd8ed1ab_0 conda-forge
types-python-dateutil 2.9.0.20241003 pyhff2d567_0 conda-forge
types-pyyaml 6.0.12.20240917 pyhd8ed1ab_0 conda-forge
typing-extensions 4.12.2 hd8ed1ab_0 conda-forge
typing_extensions 4.12.2 pyha770c72_0 conda-forge
typing_utils 0.1.0 pyhd8ed1ab_0 conda-forge
tzdata 2024b hc8b5060_0 conda-forge
ukkonen 1.0.1 py312h68727a3_5 conda-forge
uri-template 1.3.0 pyhd8ed1ab_0 conda-forge
urllib3 2.2.3 pyhd8ed1ab_0 conda-forge
uvicorn 0.31.1 py312h7900ff3_0 conda-forge
virtualenv 20.26.6 pyhd8ed1ab_0 conda-forge
watchfiles 0.24.0 py312h12e396e_1 conda-forge
wcwidth 0.2.13 pyhd8ed1ab_0 conda-forge
webcolors 24.8.0 pyhd8ed1ab_0 conda-forge
webencodings 0.5.1 pyhd8ed1ab_2 conda-forge
websocket-client 1.8.0 pyhd8ed1ab_0 conda-forge
websockets 13.1 py312h66e93f0_0 conda-forge
werkzeug 3.0.4 pyhd8ed1ab_0 conda-forge
wheel 0.44.0 pyhd8ed1ab_0 conda-forge
wrapt 1.16.0 py312h66e93f0_1 conda-forge
xmltodict 0.14.1 pyhd8ed1ab_0 conda-forge
xorg-libxau 1.0.11 hb9d3cd8_1 conda-forge
xorg-libxdmcp 1.1.5 hb9d3cd8_0 conda-forge
xxhash 0.8.2 hd590300_0 conda-forge
xyzservices 2024.9.0 pyhd8ed1ab_0 conda-forge
xz 5.2.6 h166bdaf_0 conda-forge
yaml 0.2.5 h7f98852_2 conda-forge
yarl 1.14.0 py312h66e93f0_0 conda-forge
zeromq 4.3.5 h3b0a872_6 conda-forge
zict 3.0.0 pyhd8ed1ab_0 conda-forge
zipp 3.20.2 pyhd8ed1ab_0 conda-forge
zlib 1.3.1 hb9d3cd8_2 conda-forge
zstandard 0.23.0 py312hef9b889_1 conda-forge
zstd 1.5.6 ha6fb4c9_0 conda-forge
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