[!NOTE|label:references:]

chat tool

[!NOTE|label:references:]

chatgpt

model

[!NOTE|label:references:]

ABBREVIATION DESCRIPTION
RPM Requests Per Minute
TPM Tokens Per Minute
IPM Images Per Minute
AMPM Audio Megabytes Per Minute
RPD Requests Per Day
TPD Tokens Per Day
- Batch Tokens Per Day
MODEL NAME MAX CONTEXT MAX OUTPUT TOKENS
gpt-3.5-turbo 16,385 4,096
gpt-3.5-turbo-16k 16,385 -
gpt-4 8,192 8,192
gpt-4-32k 32,768 -
gpt-4-turbo 128,000 4,096
gpt-4-32k 32,768 -
gpt-4-32k-0613 32,768 -
gpt-4 turbo 128,000 4,096
gpt-4o 128,000 16,384
gpt-4o-mini 128,000 100,000
gpt-4.1 1,047,576 32,768
gpt-o3 200,000 100,000
gpt-4.1 nano 1,047,576 32,768
MODEL TOKEN LIMITS REQUEST AND OTHER LIMITS BATCH QUEUE LIMITS
gpt-3.5-turbo 200,000 TPM 500 RPM
10,000 RPD
2,000,000 TPD
gpt-3.5-turbo-0125 200,000 TPM 500 RPM
10,000 RPD
2,000,000 TPD
gpt-3.5-turbo-1106 200,000 TPM 500 RPM
10,000 RPD
2,000,000 TPD
gpt-3.5-turbo-16k 200,000 TPM 500 RPM
10,000 RPD
2,000,000 TPD
gpt-3.5-turbo-instruct 90,000 TPM 3,500 RPM 200,000 TPD
gpt-3.5-turbo-instruct-0914 90,000 TPM 3,500 RPM 200,000 TPD
gpt-4 10,000 TPM 500 RPM
10,000 RPD
100,000 TPD
gpt-4-0613 10,000 TPM 500 RPM
10,000 RPD
100,000 TPD
gpt-4-turbo
↪︎ gpt-4-turbo-2024-04-09
↪︎ gpt-4-turbo-preview
↪︎ gpt-4-0125-preview
↪︎ gpt-4-1106-preview
30,000 TPM 500 RPM 90,000 TPD
gpt-4.1
↪︎ gpt-4.1-2025-04-14
30,000 TPM 500 RPM 900,000 TPD
gpt-4.1 (long context) 200,000 TPM 100 RPM 2,000,000 TPD
gpt-4.1-mini
↪︎ gpt-4.1-mini-2025-04-14
200,000 TPM 500 RPM 2,000,000 TPD
gpt-4.1-mini (long context) 400,000 TPM 200 RPM 4,000,000 TPD
gpt-4.1-nano
↪︎ gpt-4.1-nano-2025-04-14
200,000 TPM 500 RPM 2,000,000 TPD
gpt-4.1-nano (long context) 400,000 TPM 200 RPM 4,000,000 TPD
gpt-4.5-preview
↪︎ gpt-4.5-preview-2025-02-27
125,000 TPM 1,000 RPM 50,000 TPD
gpt-4o
↪︎ gpt-4o-2024-05-13
↪︎ gpt-4o-2024-08-06
↪︎ gpt-4o-2024-11-20
↪︎ gpt-4o-audio-preview
↪︎ gpt-4o-audio-preview-2024-10-01
↪︎ gpt-4o-audio-preview-2024-12-17
30,000 TPM 500 RPM 90,000 TPD
gpt-4o-mini
↪︎ gpt-4o-mini-2024-07-18
↪︎ gpt-4o-mini-audio-preview
↪︎ gpt-4o-mini-audio-preview-2024-12-17
200,000 TPM 500 RPM
10,000 RPD
2,000,000 TPD

API

[!NOTE|label:references:]

  • api type

    [!TIP|label:curl commands:]

    $ curl -s '${scheme}://${authority}${path}' \
           -H 'Authorization: Bearer ${Authorization}' \
           -H 'User-Agent: Mozilla/5.0 (Windows NT 10.0; Win64; x64)' \
           -H 'Origin: https://platform.openai.com' \
           -H 'Referer: https://platform.openai.com/settings/organization/limits' \
           -H 'Accept: application/json' \
           -H 'Content-Type: application/json'
    
TYPE EXAMPLE PUBLICLY DOCUMENTED STABLE RECOMMENDED FOR AUTOMATION
Public API /v1/chat/completions ✅ Yes ✅ Stable ✅ Yes
Private API /dashboard/rate_limits ❌ No ⚠️ May change ⚠️ For personal/internal use only
Internal API /api/internal/user/settings ❌ No ❌ Unstable ❌ Not recommended
Browser-bound API Requires session + Origin + Referer headers ❌ No ⚠️ Risky ❌ Manual use only

get authorization key

  1. visit https://platform.openai.com/settings/organization/limits
  2. + + i to open the devtools
  3. open the tab NetworkFetch/XHR, and search with keyword limit
  4. check the item one by one, untile find the one with Authorization: Bearer sess-**************************************** header in the Request Headers
  5. double confirm the Response tab has the model limits data
chrom devtool
1.7.1 -- chrom devtool

as long as found the correct item, check the Request Headers tab, it will be ( example ):

KEY VALUE
:authority api.openai.com
:path /dashboard/rate_limits
:method GET
:scheme https
Authorization Bearer sess-xxxxxx

[!TIP|label:other APIs]

AUTHORITY Endpoint SCHEME METHOD
api.openai.com /dashboard/billing/subscription https GET
api.openai.com /dashboard/rate_limits https GET
api.openai.com /dashboard/user/api_keys https GET
api.openai.com /dashboard/feature_flags https GET
api.openai.com /v1/dashboard/organizations/<ORGANIZATION_ID>/projects/<PROJECT_ID>/users https GET
  • curl API call example:
    $ curl -s '${scheme}://${authority}${path}' \
           -H 'Authorization: Bearer ${Authorization}' \
           -H 'User-Agent: Mozilla/5.0 (Windows NT 10.0; Win64; x64)' \
           -H 'Origin: https://platform.openai.com' \
           -H 'Referer: https://platform.openai.com/settings/organization/limits' \
           -H 'Accept: application/json' \
           -H 'Content-Type: application/json'
    
    # i.e.:
    $ curl -s 'https://api.openai.com/dashboard/rate_limits' \
           -H 'Authorization: Bearer sess-xxxxxx' \
           -H 'User-Agent: Mozilla/5.0 (Windows NT 10.0; Win64; x64)' \
           -H 'Origin: https://platform.openai.com' \
           -H 'Referer: https://platform.openai.com/settings/organization/limits' \
           -H 'Accept: application/json' \
           -H 'Content-Type: application/json'
    

model

$ curl -s https://api.openai.com/v1/models \
       -H "Authorization: Bearer $OPENAI_API_KEY"

# or show in table format
$ curl -s https://api.openai.com/v1/models \
       -H "Authorization: Bearer $OPENAI_API_KEY" |
  jq -r '["CREATED AT", "MODEL ID"],
         (.data | sort_by(.created) | reverse[] | [(.created | strftime("%Y-%m-%d %H:%M:%S")), .id])
         | @tsv' |
  column -t -s$'\t'
CREATED AT           MODEL ID
2025-06-02 23:54:58  gpt-4o-audio-preview-2025-06-03
2025-06-02 23:43:58  gpt-4o-realtime-preview-2025-06-03
2025-05-08 03:00:57  codex-mini-latest
2025-04-24 17:50:30  gpt-image-1
...

model_limits

$ curl -s https://api.openai.com/v1/fine_tuning/model_limits \
       -H "Authorization: Bearer ${OPENAI_API_KEY}"

# with table format
$ curl -s https://api.openai.com/v1/fine_tuning/model_limits \
       -H "Authorization: Bearer $OPENAI_API_KEY" |
  jq -r '["ID", "PENDING JOBS", "MAX PENDING JOBS", "JOBS", "MAX JOBS/DAY"],
         (.data[] | [.id, .curr_pending_jobs, .max_pending_jobs, .jobs_so_far_today, .max_jobs_per_day])
         | @tsv' |
  column -t -s$'\t'
ID                       PENDING JOBS  MAX PENDING JOBS  JOBS  MAX JOBS/DAY
gpt-3.5-turbo-0125       0             3                 0     48
gpt-3.5-turbo-1106       0             3                 0     48
gpt-4.1-2025-04-14       0             3                 0     8
gpt-4.1-mini-2025-04-14  0             6                 0     24
gpt-4.1-nano-2025-04-14  0             6                 0     24
gpt-4o-2024-08-06        0             3                 0     8
gpt-4o-mini-2024-07-18   0             5                 0     24
o4-mini-2025-04-16       0             2                 0     4

# or
$ (
    echo "model | curr pending | max pending | today jobs | max daily jobs" | tr '[:lower:]' '[:upper:]';
    curl -s https://api.openai.com/v1/fine_tuning/model_limits -H "Authorization: Bearer ${OPENAI_API_KEY}" |
      jq -r '.data[] | [.id, .curr_pending_jobs, .max_pending_jobs, .jobs_so_far_today, .max_jobs_per_day] | @tsv' |
      while IFS=$'\t' read -r model curr max today maxday; do
        echo "${model} | ${curr} | ${max} | ${today} | ${maxday}";
      done
  ) | column -t -s '|'

rate_limits

[!TIP|label:references:]

$ curl -s https://api.openai.com/dashboard/rate_limits \
       -H 'Authorization: Bearer sess-s**************************************P' \
       -H 'User-Agent: Mozilla/5.0 (Windows NT 10.0; Win64; x64)' \
       -H 'Accept: application/json' \
       -H 'Content-Type: application/json' |
  jq -r 'to_entries |
         (["MODEL", "RPM", "TPM", "IMAGES/MIN", "AUDIO_MB/MIN", "RPD", "BATCH_TOKENS"]),
         (.[] | [
           .key,
           (.value.max_requests_per_1_minute        // "-" | if . == "-" then . else (. | tostring + " RPM") end),
           (.value.max_tokens_per_1_minute          // "-" | if . == "-" then . else (. | tostring + " TPM") end),
           (.value.max_images_per_1_minute          // "-" | if . == "-" then . else (. | tostring + " IPM") end),
           (.value.max_audio_megabytes_per_1_minute // "-" | if . == "-" then . else (. | tostring + " MB/min") end),
           (.value.max_requests_per_1_day           // "-" | if . == "-" then . else (. | tostring + " req/day") end),
           (.value.batch_1_day_max_input_tokens     // "-" | if . == "-" then . else (. | tostring + " tokens") end)
         ]) | @tsv' |
  column -t -s $'\t'

Administration API

admin key

[!TIP|label:OPENAI_ADMIN_KEY:]

# get user id, can be used for `-H "OpenAI-User: user-xxxxxxxxxxxxxxxx"`
$ curl -s https://api.openai.com/v1/organization/users \
       -H "Authorization: Bearer $OPENAI_ADMIN_KEY" \
       -H "Content-Type: application/json"

# get details of admin key
$ curl -s https://api.openai.com/v1/organization/admin_api_keys \
       -H "Authorization: Bearer ${OPENAI_ADMIN_KEY}" \
       -H "Content-Type: application/json"

organization id

# get organization id, can be used for `-H "OpenAI-Organization: org-xxxxxxxxxxxxxxxx"`
$ curl -s https://api.openai.com/v1/organizations \
       -H "Authorization: Bearer sess-s**************************************P" \
       -H "Content-Type: application/json" |
  jq -r '.data[].id'
org-G**********************o

# or with ADMIN_KEY
$ curl -s https://api.openai.com/v1/organizations \
       -H "Authorization: Bearer ${OPENAI_ADMIN_KEY}" \
       -H "Content-Type: application/json" |
  jq -r '.data[].id'
org-GUjEKO81ydwmSGORg4boXRso

group id

[!TIP|label:group id:]

  • to get group id, can be used for -H "OpenAI-Group: group-xxxxxxxxxxxxxxxx"
# or show in table format
$ curl -s https://api.openai.com/v1/organization/projects \
       -H "Authorization: Bearer ${OPENAI_ADMIN_KEY}" \
       -H "Content-Type: application/json" |
  jq -r '["NAME", "GROUP ID"], (.data[] | [.name, .id]) | @tsv' |
  column -t -s$'\t'
NAME             GROUP ID
Default project  proj_f**********************4
marslo           proj_E**********************m

# or via organization API
$ curl -s https://api.openai.com/v1/organizations \
       -H "Authorization: Bearer ${OPENAI_ADMIN_KEY}" \
       -H "Content-Type: application/json" |
  jq -r '["NAME", "GROUP ID"], (.data[].projects.data[] | [.title, .id]) | @tsv' |
  column -t -s$'\t'
NAME             GROUP ID
Default project  proj_f**********************4
marslo           proj_E**********************m

$ curl -s https://api.openai.com/v1/organization/projects \
       -H "Authorization: Bearer ${OPENAI_ADMIN_KEY}" \
       -H "Content-Type: application/json" |
  jq -r '.data[] | select(.name == "marslo") | .id'

# or show name and id
$ curl -s https://api.openai.com/v1/organization/projects \
       -H "Authorization: Bearer ${OPENAI_ADMIN_KEY}" \
       -H "Content-Type: application/json" |
  jq -r '.data[] | "\(.name)|\(.id)"' | column -t -s'|'

using chatgpt to generate git commits

chatgpt.commit.sh
#!/usr/bin/env bash

set -euo pipefail

model="${COMMITX_MODEL:-gpt-4-1106-preview}"
temperature="${COMMITX_TEMPERATURE:-0.3}"
OPENAI_API_KEY="${OPENAI_API_KEY:? OPENAI_API_KEY not set}"
diff=$(git --no-pager diff --color=never)
prompt="Generate a Git commit message in the Conventional Commits format, with the following structure:

<type>(<scope1,scope2,...>): short summary

- detail 1
- detail 2
- ...

Use multiple scopes if the diff includes changes in multiple areas.
Use markdown-style bullet points for details.
Do not include explanations or code.
Base it on the following diff:

$diff"

declare payload
payload=$(jq -n \
  --arg model "$model" \
  --arg temp "$temperature" \
  --arg prompt "$prompt" \
  '{
    model: $model,
    temperature: ($temp | tonumber),
    messages: [
      { role: "system", content: "You are an assistant that writes Git commit messages." },
      { role: "user", content: $prompt }
    ]
  }')


curl -s https://api.openai.com/v1/chat/completions \
  -H "Authorization: Bearer $OPENAI_API_KEY" \
  -H "Content-Type: application/json" \
  -d "$payload" |
jq -r '.choices[0].message.content'

# vim:tabstop=2:softtabstop=2:shiftwidth=2:expandtab:filetype=sh

using chatgpt to review git diff

chatgpt.review.sh
#!/usr/bin/env bash

set -euo pipefail

MODEL="${COMMITX_MODEL:-gpt-4-turbo}"
TEMPERATURE="${COMMITX_TEMPERATURE:-0.3}"
OPENAI_API_KEY="${OPENAI_API_KEY:? OPENAI_API_KEY not set}"
diff=$(git --no-pager diff --color=never)
prompt="You are a Principal Software Architect reviewing a Git diff.

You may not have the full code context, but please still provide a professional code review.

Focus on:
- What the changes are doing
- Code quality, style, naming, structure
- Potential bugs or anti-patterns
- Suggestions for improvement

Use markdown. Be helpful, concise, and insightful.

--- START DIFF ---
${diff}
--- END DIFF ---"

curl -s https://api.openai.com/v1/chat/completions \
  -H "Authorization: Bearer $OPENAI_API_KEY" \
  -H "Content-Type: application/json" \
  -d "$(jq -n \
    --arg model "$MODEL" \
    --arg temp "$TEMPERATURE" \
    --arg prompt "$prompt" \
    ' {
      model: $model,
      temperature: ($temp | tonumber),
      messages: [
        { role: "system", content: "You are a senior engineer performing code review." },
        { role: "user", content: $prompt }
      ]
    }')" |
jq -r '.choices[0].message.content'

# vim:tabstop=2:softtabstop=2:shiftwidth=2:expandtab:filetype=sh

RAG

[!TIP]

tips

chatgpt

create package todownload

see details

import os
from pathlib import Path

# Define script contents
table_script = """#!/usr/bin/env bash

# print_table.sh — CLI 表格打印工具,支持列对齐和彩色输出

_strip_ansi() {
  sed 's/\\x1B\\[[0-9;]*[mK]//g'
}

_str_length() {
  echo -e "$1" | _strip_ansi | awk '{ print length }'
}

repeat_char() {
  printf "%*s" "$2" '' | tr ' ' "$1"
}

print_table() {
  local -n _headers=$1
  local -n _rows=$2
  local -n _aligns=$3

  local cols=${#_headers[@]}
  local -a widths

  # 计算每列最大宽度
  for ((i = 0; i < cols; i++)); do
    widths[i]=$(_str_length "${_headers[i]}")
  done

  for row in "${_rows[@]}"; do
    IFS='|' read -r -a fields <<<"$row"
    for ((i = 0; i < cols; i++)); do
      len=$(_str_length "${fields[i]}")
      ((len > widths[i])) && widths[i]=$len
    done
  done

  # 打印分割线
  _print_line() {
    for ((i = 0; i < cols; i++)); do
      printf "+-%s" "$(repeat_char '-' "${widths[i]}")"
    done
    echo "+"
  }

  # 打印一行
  _print_row() {
    local -a fields=("$@")
    for ((i = 0; i < cols; i++)); do
      local raw="${fields[i]}"
      local clean=$(_str_length "$raw")
      local pad=${widths[i]}
      case "${_aligns[i]}" in
        right)
          printf "| %*s " "$pad" "$raw"
          ;;
        center)
          local left=$(( (pad - clean) / 2 ))
          local right=$(( pad - clean - left ))
          printf "| %*s%s%*s " "$left" "" "$raw" "$right" ""
          ;;
        *)
          printf "| %-*s " "$pad" "$raw"
          ;;
      esac
    done
    echo "|"
  }

  # 打印整张表格
  _print_line
  _print_row "${_headers[@]}"
  _print_line
  for row in "${_rows[@]}"; do
    IFS='|' read -r -a fields <<<"$row"
    _print_row "${fields[@]}"
  done
  _print_line
}
"""

# Define output path
output_path = Path("/mnt/data/cli-ui/print_table.sh")
output_path.parent.mkdir(parents=True, exist_ok=True)

# Save script to file
with open(output_path, "w") as f:
    f.write(table_script)

output_path.name
Copyright © marslo 2020-2024 all right reserved,powered by GitbookLast Modified: 2025-06-24 14:49:20

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